在该项目中,你将使用生成式对抗网络(Generative Adversarial Nets)来生成新的人脸图像。
该项目将使用以下数据集:
由于 CelebA 数据集比较复杂,而且这是你第一次使用 GANs。我们想让你先在 MNIST 数据集上测试你的 GANs 模型,以让你更快的评估所建立模型的性能。
如果你在使用 FloydHub, 请将 data_dir 设置为 "/input" 并使用 FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
#helper.download_extract('celeba', cele_data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x1a8a730ef98>
CelebFaces Attributes Dataset (CelebA) 是一个包含 20 多万张名人图片及相关图片说明的数据集。你将用此数据集生成人脸,不会用不到相关说明。你可以更改 show_n_images 探索此数据集。
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x1a8a74366a0>
由于该项目的重点是建立 GANs 模型,我们将为你预处理数据。
经过数据预处理,MNIST 和 CelebA 数据集的值在 28×28 维度图像的 [-0.5, 0.5] 范围内。CelebA 数据集中的图像裁剪了非脸部的图像部分,然后调整到 28x28 维度。
MNIST 数据集中的图像是单通道的黑白图像,CelebA 数据集中的图像是 三通道的 RGB 彩色图像。
你将通过部署以下函数来建立 GANs 的主要组成部分:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrain检查你是否使用正确的 TensorFlow 版本,并获取 GPU 型号
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.2.0-rc1 Default GPU Device: /gpu:0
部署 model_inputs 函数以创建用于神经网络的 占位符 (TF Placeholders)。请创建以下占位符:
image_width,image_height 和 image_channels 设置为 rank 4。z_dim。返回占位符元组的形状为 (tensor of real input images, tensor of z data, learning rate)。
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
image = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], name = 'real_input')
z = tf.placeholder(tf.float32, [None, z_dim], name = 'z_dim')
lr = tf.placeholder(tf.float32, name = 'learning_rate')
return image, z, lr
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "D:\\Anaconda3\\lib\\runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "D:\\Anaconda3\\lib\\runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "D:\\Anaconda3\\lib\\site-packages\\traitlets\\config\\application.py", line 658, in launch_instance\n app.start()', 'File "D:\\Anaconda3\\lib\\site-packages\\ipykernel\\kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "D:\\Anaconda3\\lib\\site-packages\\zmq\\eventloop\\ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "D:\\Anaconda3\\lib\\site-packages\\tornado\\ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "D:\\Anaconda3\\lib\\site-packages\\tornado\\stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "D:\\Anaconda3\\lib\\site-packages\\zmq\\eventloop\\zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "D:\\Anaconda3\\lib\\site-packages\\zmq\\eventloop\\zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "D:\\Anaconda3\\lib\\site-packages\\zmq\\eventloop\\zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "D:\\Anaconda3\\lib\\site-packages\\tornado\\stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "D:\\Anaconda3\\lib\\site-packages\\ipykernel\\kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "D:\\Anaconda3\\lib\\site-packages\\ipykernel\\kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "D:\\Anaconda3\\lib\\site-packages\\ipykernel\\kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "D:\\Anaconda3\\lib\\site-packages\\ipykernel\\ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "D:\\Anaconda3\\lib\\site-packages\\ipykernel\\zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "D:\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py", line 2698, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "D:\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py", line 2808, in run_ast_nodes\n if self.run_code(code, result):', 'File "D:\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py", line 2862, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-5-cc35e4ed6ed5>", line 22, in <module>\n tests.test_model_inputs(model_inputs)', 'File "D:\\学习\\Udacity_深度学习\\projects\\face-generation\\problem_unittests.py", line 12, in func_wrapper\n result = func(*args)', 'File "D:\\学习\\Udacity_深度学习\\projects\\face-generation\\problem_unittests.py", line 68, in test_model_inputs\n _check_input(learn_rate, [], \'Learning Rate\')', 'File "D:\\学习\\Udacity_深度学习\\projects\\face-generation\\problem_unittests.py", line 34, in _check_input\n _assert_tensor_shape(tensor, shape, \'Real Input\')', 'File "D:\\学习\\Udacity_深度学习\\projects\\face-generation\\problem_unittests.py", line 20, in _assert_tensor_shape\n assert tf.assert_rank(tensor, len(shape), message=\'{} has wrong rank\'.format(display_name))', 'File "D:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\check_ops.py", line 617, in assert_rank\n dynamic_condition, data, summarize)', 'File "D:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\check_ops.py", line 571, in _assert_rank_condition\n return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "D:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\util\\tf_should_use.py", line 170, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "D:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\util\\tf_should_use.py", line 139, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "D:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\util\\tf_should_use.py", line 96, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
Tests Passed
部署 discriminator 函数创建辨别器神经网络以辨别 images。该函数应能够重复使用神经网络中的各种变量。 在 tf.variable_scope 中使用 "discriminator" 的变量空间名来重复使用该函数中的变量。
该函数应返回形如 (tensor output of the discriminator, tensor logits of the discriminator) 的元组。
def discriminator(images, reuse=False, alpha = 0.2):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3 or 28x28x1
x1 = tf.layers.conv2d(images, 128, 5, strides=2, padding='SAME', kernel_initializer= tf.contrib.layers.xavier_initializer())
relu1 = tf.maximum(alpha * x1, x1)
relu1 = tf.nn.dropout(relu1, 0.8)
#print(x1.get_shape())
# 14x14x128
x2 = tf.layers.conv2d(relu1, 256, 5, strides=2, padding='SAME', kernel_initializer= tf.contrib.layers.xavier_initializer())
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
relu2 = tf.nn.dropout(relu2, 0.8)
#print(x2.get_shape())
# 7x7x256
x3 = tf.layers.conv2d(relu2, 512, 5, strides=2, padding='SAME', kernel_initializer= tf.contrib.layers.xavier_initializer())
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
relu3 = tf.nn.dropout(relu3, 0.8)
# 4x4x512
#print(x3.get_shape())
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*512))
logits = tf.layers.dense(flat, 1)
output = tf.sigmoid(logits)
return output, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
部署 generator 函数以使用 z 生成图像。该函数应能够重复使用神经网络中的各种变量。
在 tf.variable_scope 中使用 "generator" 的变量空间名来重复使用该函数中的变量。
该函数应返回所生成的 28 x 28 x out_channel_dim 维度图像。
def generator(z, out_channel_dim, is_train=True, alpha = 0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator',reuse = not is_train):
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
x1 = tf.nn.dropout(x1, 0.8)
#print(x1.get_shape())
# 7x7x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='SAME', kernel_initializer = tf.contrib.layers.xavier_initializer())
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
#print(x2.get_shape())
# 14x14x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='SAME', kernel_initializer = tf.contrib.layers.xavier_initializer())
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
#print(x3.get_shape())
# 28x28x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='SAME',
kernel_initializer = tf.contrib.layers.xavier_initializer())
# 28x28x3 now
output = tf.tanh(logits)
return output * 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
部署 model_loss 函数训练并计算 GANs 的损失。该函数应返回形如 (discriminator loss, generator loss) 的元组。
使用你已实现的函数:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * 0.9))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return g_loss, d_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
部署 model_opt 函数实现对 GANs 的优化。使用 tf.trainable_variables 获取可训练的所有变量。通过变量空间名 discriminator 和 generator 来过滤变量。该函数应返回形如 (discriminator training operation, generator training operation) 的元组。
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
部署 train 函数以建立并训练 GANs 模型。记得使用以下你已完成的函数:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)使用 show_generator_output 函数显示 generator 在训练过程中的输出。
注意:在每个批次 (batch) 中运行 show_generator_output 函数会显著增加训练时间与该 notebook 的体积。推荐每 100 批次输出一次 generator 的输出。
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
image_width = data_shape[1]
image_height = data_shape[2]
image_channels = data_shape[3]
input_real, input_z, lr = model_inputs(image_width, image_height, image_channels, z_dim)
g_loss, d_loss = model_loss(input_real, input_z, image_channels)
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, lr, beta1)
loss_d, loss_g = [], []
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
step = 0
for batch_images in get_batches(batch_size):
# TODO: Train Model
step += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim)).astype(np.float32)
# 不知道是什么原因,放大到-1到1后,g_loss变得很大,于是将tanh的输出缩放到-0.5到0.5
#batch_images = batch_images * 2
# 这里run两次g_train_opt,为了避免辨别器收敛太快,导致生成的图片完全没有能力PK
# 参考 https://github.com/carpedm20/DCGAN-tensorflow
_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
if step % 10 == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
loss_d.append(train_loss_d)
loss_g.append(train_loss_g)
print("Epoch {}/{}...".format(epoch_i+1, epoch_count), "Batch {} ".format(step),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if step % 100 == 0:
show_generator_output(sess, 25, input_z, image_channels, data_image_mode)
return loss_d, loss_g
在 MNIST 上测试你的 GANs 模型。经过 2 次迭代,GANs 应该能够生成类似手写数字的图像。确保生成器 (generator) 低于辨别器 (discriminator) 的损失,或接近 0。
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Batch 10 Discriminator Loss: 3.1505... Generator Loss: 0.1574 Epoch 1/2... Batch 20 Discriminator Loss: 0.4022... Generator Loss: 6.2334 Epoch 1/2... Batch 30 Discriminator Loss: 0.3854... Generator Loss: 5.6580 Epoch 1/2... Batch 40 Discriminator Loss: 2.1076... Generator Loss: 0.4358 Epoch 1/2... Batch 50 Discriminator Loss: 1.5201... Generator Loss: 1.8188 Epoch 1/2... Batch 60 Discriminator Loss: 2.7243... Generator Loss: 0.4288 Epoch 1/2... Batch 70 Discriminator Loss: 1.9254... Generator Loss: 0.6638 Epoch 1/2... Batch 80 Discriminator Loss: 0.9059... Generator Loss: 1.2986 Epoch 1/2... Batch 90 Discriminator Loss: 1.8479... Generator Loss: 0.5618 Epoch 1/2... Batch 100 Discriminator Loss: 1.3742... Generator Loss: 0.8914
Epoch 1/2... Batch 110 Discriminator Loss: 1.4778... Generator Loss: 0.7693 Epoch 1/2... Batch 120 Discriminator Loss: 1.4035... Generator Loss: 1.2067 Epoch 1/2... Batch 130 Discriminator Loss: 1.4173... Generator Loss: 1.2127 Epoch 1/2... Batch 140 Discriminator Loss: 1.7627... Generator Loss: 0.4710 Epoch 1/2... Batch 150 Discriminator Loss: 1.8127... Generator Loss: 0.4515 Epoch 1/2... Batch 160 Discriminator Loss: 1.7373... Generator Loss: 0.7082 Epoch 1/2... Batch 170 Discriminator Loss: 1.6547... Generator Loss: 0.6542 Epoch 1/2... Batch 180 Discriminator Loss: 1.7679... Generator Loss: 0.6173 Epoch 1/2... Batch 190 Discriminator Loss: 1.5722... Generator Loss: 0.7403 Epoch 1/2... Batch 200 Discriminator Loss: 1.4693... Generator Loss: 0.6776
Epoch 1/2... Batch 210 Discriminator Loss: 1.2390... Generator Loss: 1.0140 Epoch 1/2... Batch 220 Discriminator Loss: 1.5497... Generator Loss: 0.7767 Epoch 1/2... Batch 230 Discriminator Loss: 1.4413... Generator Loss: 0.6109 Epoch 1/2... Batch 240 Discriminator Loss: 1.5819... Generator Loss: 0.7183 Epoch 1/2... Batch 250 Discriminator Loss: 1.4917... Generator Loss: 0.8840 Epoch 1/2... Batch 260 Discriminator Loss: 1.3610... Generator Loss: 0.8013 Epoch 1/2... Batch 270 Discriminator Loss: 1.3385... Generator Loss: 0.9811 Epoch 1/2... Batch 280 Discriminator Loss: 1.5133... Generator Loss: 0.6366 Epoch 1/2... Batch 290 Discriminator Loss: 1.5110... Generator Loss: 0.6250 Epoch 1/2... Batch 300 Discriminator Loss: 1.3658... Generator Loss: 0.9430
Epoch 1/2... Batch 310 Discriminator Loss: 1.3748... Generator Loss: 0.7377 Epoch 1/2... Batch 320 Discriminator Loss: 1.4442... Generator Loss: 0.6260 Epoch 1/2... Batch 330 Discriminator Loss: 1.3476... Generator Loss: 0.9196 Epoch 1/2... Batch 340 Discriminator Loss: 1.4841... Generator Loss: 0.6621 Epoch 1/2... Batch 350 Discriminator Loss: 1.4058... Generator Loss: 1.0552 Epoch 1/2... Batch 360 Discriminator Loss: 1.5038... Generator Loss: 0.9391 Epoch 1/2... Batch 370 Discriminator Loss: 1.4998... Generator Loss: 0.8521 Epoch 1/2... Batch 380 Discriminator Loss: 1.4481... Generator Loss: 0.6678 Epoch 1/2... Batch 390 Discriminator Loss: 1.5796... Generator Loss: 0.9383 Epoch 1/2... Batch 400 Discriminator Loss: 1.4674... Generator Loss: 0.6494
Epoch 1/2... Batch 410 Discriminator Loss: 1.5500... Generator Loss: 0.5450 Epoch 1/2... Batch 420 Discriminator Loss: 1.4625... Generator Loss: 0.9100 Epoch 1/2... Batch 430 Discriminator Loss: 1.2867... Generator Loss: 0.8892 Epoch 1/2... Batch 440 Discriminator Loss: 1.3729... Generator Loss: 0.6358 Epoch 1/2... Batch 450 Discriminator Loss: 1.2963... Generator Loss: 0.9808 Epoch 1/2... Batch 460 Discriminator Loss: 1.4967... Generator Loss: 0.6870 Epoch 1/2... Batch 470 Discriminator Loss: 1.3654... Generator Loss: 0.9550 Epoch 1/2... Batch 480 Discriminator Loss: 1.4465... Generator Loss: 0.8229 Epoch 1/2... Batch 490 Discriminator Loss: 1.4017... Generator Loss: 1.0538 Epoch 1/2... Batch 500 Discriminator Loss: 1.3583... Generator Loss: 0.9896
Epoch 1/2... Batch 510 Discriminator Loss: 1.4222... Generator Loss: 1.0621 Epoch 1/2... Batch 520 Discriminator Loss: 1.4090... Generator Loss: 0.5954 Epoch 1/2... Batch 530 Discriminator Loss: 1.3977... Generator Loss: 1.1705 Epoch 1/2... Batch 540 Discriminator Loss: 1.3752... Generator Loss: 0.8506 Epoch 1/2... Batch 550 Discriminator Loss: 1.4866... Generator Loss: 1.1832 Epoch 1/2... Batch 560 Discriminator Loss: 1.4226... Generator Loss: 0.7932 Epoch 1/2... Batch 570 Discriminator Loss: 1.5518... Generator Loss: 0.5451 Epoch 1/2... Batch 580 Discriminator Loss: 1.3644... Generator Loss: 1.2490 Epoch 1/2... Batch 590 Discriminator Loss: 1.4470... Generator Loss: 0.6646 Epoch 1/2... Batch 600 Discriminator Loss: 1.2464... Generator Loss: 1.0372
Epoch 1/2... Batch 610 Discriminator Loss: 1.3468... Generator Loss: 0.7565 Epoch 1/2... Batch 620 Discriminator Loss: 1.2948... Generator Loss: 0.8812 Epoch 1/2... Batch 630 Discriminator Loss: 1.3305... Generator Loss: 0.8032 Epoch 1/2... Batch 640 Discriminator Loss: 1.3082... Generator Loss: 1.0318 Epoch 1/2... Batch 650 Discriminator Loss: 1.3843... Generator Loss: 0.8220 Epoch 1/2... Batch 660 Discriminator Loss: 1.5766... Generator Loss: 0.5611 Epoch 1/2... Batch 670 Discriminator Loss: 1.3369... Generator Loss: 0.6561 Epoch 1/2... Batch 680 Discriminator Loss: 1.4229... Generator Loss: 0.7487 Epoch 1/2... Batch 690 Discriminator Loss: 1.3079... Generator Loss: 0.8618 Epoch 1/2... Batch 700 Discriminator Loss: 1.4759... Generator Loss: 1.0133
Epoch 1/2... Batch 710 Discriminator Loss: 1.4139... Generator Loss: 0.6344 Epoch 1/2... Batch 720 Discriminator Loss: 1.4945... Generator Loss: 0.6736 Epoch 1/2... Batch 730 Discriminator Loss: 1.3985... Generator Loss: 1.0230 Epoch 1/2... Batch 740 Discriminator Loss: 1.3291... Generator Loss: 1.2151 Epoch 1/2... Batch 750 Discriminator Loss: 1.3812... Generator Loss: 0.9332 Epoch 1/2... Batch 760 Discriminator Loss: 1.3103... Generator Loss: 0.7235 Epoch 1/2... Batch 770 Discriminator Loss: 1.4938... Generator Loss: 0.6050 Epoch 1/2... Batch 780 Discriminator Loss: 1.3482... Generator Loss: 0.8679 Epoch 1/2... Batch 790 Discriminator Loss: 1.3275... Generator Loss: 0.9760 Epoch 1/2... Batch 800 Discriminator Loss: 1.5106... Generator Loss: 0.5249
Epoch 1/2... Batch 810 Discriminator Loss: 1.4172... Generator Loss: 0.6712 Epoch 1/2... Batch 820 Discriminator Loss: 1.3336... Generator Loss: 0.7340 Epoch 1/2... Batch 830 Discriminator Loss: 1.3987... Generator Loss: 1.2491 Epoch 1/2... Batch 840 Discriminator Loss: 1.1503... Generator Loss: 1.2891 Epoch 1/2... Batch 850 Discriminator Loss: 1.3422... Generator Loss: 0.7985 Epoch 1/2... Batch 860 Discriminator Loss: 1.6132... Generator Loss: 0.5247 Epoch 1/2... Batch 870 Discriminator Loss: 1.6160... Generator Loss: 0.9690 Epoch 1/2... Batch 880 Discriminator Loss: 1.2825... Generator Loss: 0.9425 Epoch 1/2... Batch 890 Discriminator Loss: 1.2930... Generator Loss: 1.0428 Epoch 1/2... Batch 900 Discriminator Loss: 1.2603... Generator Loss: 0.8181
Epoch 1/2... Batch 910 Discriminator Loss: 1.3729... Generator Loss: 0.8209 Epoch 1/2... Batch 920 Discriminator Loss: 1.3569... Generator Loss: 0.9890 Epoch 1/2... Batch 930 Discriminator Loss: 1.4524... Generator Loss: 0.6276 Epoch 2/2... Batch 10 Discriminator Loss: 1.3067... Generator Loss: 0.9549 Epoch 2/2... Batch 20 Discriminator Loss: 1.4887... Generator Loss: 0.5381 Epoch 2/2... Batch 30 Discriminator Loss: 1.3426... Generator Loss: 0.7347 Epoch 2/2... Batch 40 Discriminator Loss: 1.3203... Generator Loss: 0.7249 Epoch 2/2... Batch 50 Discriminator Loss: 1.3889... Generator Loss: 0.9330 Epoch 2/2... Batch 60 Discriminator Loss: 1.4431... Generator Loss: 0.9428 Epoch 2/2... Batch 70 Discriminator Loss: 1.4395... Generator Loss: 0.5695 Epoch 2/2... Batch 80 Discriminator Loss: 1.3897... Generator Loss: 0.8041 Epoch 2/2... Batch 90 Discriminator Loss: 1.3478... Generator Loss: 0.9324 Epoch 2/2... Batch 100 Discriminator Loss: 1.4356... Generator Loss: 0.6739
Epoch 2/2... Batch 110 Discriminator Loss: 1.2177... Generator Loss: 0.8389 Epoch 2/2... Batch 120 Discriminator Loss: 1.3762... Generator Loss: 0.6579 Epoch 2/2... Batch 130 Discriminator Loss: 1.1625... Generator Loss: 0.9861 Epoch 2/2... Batch 140 Discriminator Loss: 1.3567... Generator Loss: 0.6183 Epoch 2/2... Batch 150 Discriminator Loss: 1.4474... Generator Loss: 0.9292 Epoch 2/2... Batch 160 Discriminator Loss: 1.3495... Generator Loss: 0.8733 Epoch 2/2... Batch 170 Discriminator Loss: 1.4260... Generator Loss: 1.2522 Epoch 2/2... Batch 180 Discriminator Loss: 1.3252... Generator Loss: 1.3393 Epoch 2/2... Batch 190 Discriminator Loss: 1.3012... Generator Loss: 0.8120 Epoch 2/2... Batch 200 Discriminator Loss: 1.3558... Generator Loss: 1.4188
Epoch 2/2... Batch 210 Discriminator Loss: 1.3103... Generator Loss: 0.8859 Epoch 2/2... Batch 220 Discriminator Loss: 1.3449... Generator Loss: 1.0498 Epoch 2/2... Batch 230 Discriminator Loss: 1.3834... Generator Loss: 0.9628 Epoch 2/2... Batch 240 Discriminator Loss: 1.6867... Generator Loss: 0.6316 Epoch 2/2... Batch 250 Discriminator Loss: 1.2361... Generator Loss: 0.9183 Epoch 2/2... Batch 260 Discriminator Loss: 1.2786... Generator Loss: 1.2328 Epoch 2/2... Batch 270 Discriminator Loss: 1.2184... Generator Loss: 0.9004 Epoch 2/2... Batch 280 Discriminator Loss: 1.5782... Generator Loss: 0.5947 Epoch 2/2... Batch 290 Discriminator Loss: 1.4073... Generator Loss: 0.6143 Epoch 2/2... Batch 300 Discriminator Loss: 1.3832... Generator Loss: 0.6997
Epoch 2/2... Batch 310 Discriminator Loss: 1.3497... Generator Loss: 1.0541 Epoch 2/2... Batch 320 Discriminator Loss: 1.4720... Generator Loss: 0.6074 Epoch 2/2... Batch 330 Discriminator Loss: 1.3070... Generator Loss: 0.8880 Epoch 2/2... Batch 340 Discriminator Loss: 1.3302... Generator Loss: 0.7846 Epoch 2/2... Batch 350 Discriminator Loss: 1.2537... Generator Loss: 0.8157 Epoch 2/2... Batch 360 Discriminator Loss: 1.3679... Generator Loss: 0.7370 Epoch 2/2... Batch 370 Discriminator Loss: 1.4101... Generator Loss: 0.7188 Epoch 2/2... Batch 380 Discriminator Loss: 1.2149... Generator Loss: 1.0858 Epoch 2/2... Batch 390 Discriminator Loss: 1.3295... Generator Loss: 0.7294 Epoch 2/2... Batch 400 Discriminator Loss: 1.4326... Generator Loss: 0.7869
Epoch 2/2... Batch 410 Discriminator Loss: 1.4309... Generator Loss: 1.0548 Epoch 2/2... Batch 420 Discriminator Loss: 1.2627... Generator Loss: 1.0050 Epoch 2/2... Batch 430 Discriminator Loss: 1.4892... Generator Loss: 0.5073 Epoch 2/2... Batch 440 Discriminator Loss: 1.2406... Generator Loss: 0.9818 Epoch 2/2... Batch 450 Discriminator Loss: 1.2722... Generator Loss: 0.9300 Epoch 2/2... Batch 460 Discriminator Loss: 1.4112... Generator Loss: 0.6315 Epoch 2/2... Batch 470 Discriminator Loss: 1.3049... Generator Loss: 0.8902 Epoch 2/2... Batch 480 Discriminator Loss: 1.2967... Generator Loss: 0.9579 Epoch 2/2... Batch 490 Discriminator Loss: 1.4070... Generator Loss: 0.6981 Epoch 2/2... Batch 500 Discriminator Loss: 1.3476... Generator Loss: 0.7651
Epoch 2/2... Batch 510 Discriminator Loss: 1.2618... Generator Loss: 0.8701 Epoch 2/2... Batch 520 Discriminator Loss: 1.3094... Generator Loss: 1.0558 Epoch 2/2... Batch 530 Discriminator Loss: 1.3533... Generator Loss: 1.2331 Epoch 2/2... Batch 540 Discriminator Loss: 1.3104... Generator Loss: 0.7259 Epoch 2/2... Batch 550 Discriminator Loss: 1.2893... Generator Loss: 0.9562 Epoch 2/2... Batch 560 Discriminator Loss: 1.4890... Generator Loss: 0.6961 Epoch 2/2... Batch 570 Discriminator Loss: 1.4021... Generator Loss: 0.6445 Epoch 2/2... Batch 580 Discriminator Loss: 1.3540... Generator Loss: 0.8021 Epoch 2/2... Batch 590 Discriminator Loss: 1.3833... Generator Loss: 0.6096 Epoch 2/2... Batch 600 Discriminator Loss: 1.3238... Generator Loss: 1.0275
Epoch 2/2... Batch 610 Discriminator Loss: 1.3513... Generator Loss: 0.7324 Epoch 2/2... Batch 620 Discriminator Loss: 1.3615... Generator Loss: 0.7155 Epoch 2/2... Batch 630 Discriminator Loss: 1.4502... Generator Loss: 0.5815 Epoch 2/2... Batch 640 Discriminator Loss: 1.1912... Generator Loss: 0.8000 Epoch 2/2... Batch 650 Discriminator Loss: 1.5990... Generator Loss: 0.4521 Epoch 2/2... Batch 660 Discriminator Loss: 1.3654... Generator Loss: 0.8428 Epoch 2/2... Batch 670 Discriminator Loss: 1.3421... Generator Loss: 1.0344 Epoch 2/2... Batch 680 Discriminator Loss: 1.4916... Generator Loss: 0.5372 Epoch 2/2... Batch 690 Discriminator Loss: 1.2511... Generator Loss: 0.9596 Epoch 2/2... Batch 700 Discriminator Loss: 1.3389... Generator Loss: 1.1122
Epoch 2/2... Batch 710 Discriminator Loss: 1.2900... Generator Loss: 0.7702 Epoch 2/2... Batch 720 Discriminator Loss: 1.3635... Generator Loss: 0.7597 Epoch 2/2... Batch 730 Discriminator Loss: 1.1868... Generator Loss: 0.9955 Epoch 2/2... Batch 740 Discriminator Loss: 1.1706... Generator Loss: 0.9575 Epoch 2/2... Batch 750 Discriminator Loss: 1.2736... Generator Loss: 1.1491 Epoch 2/2... Batch 760 Discriminator Loss: 1.3438... Generator Loss: 0.6835 Epoch 2/2... Batch 770 Discriminator Loss: 1.2411... Generator Loss: 0.8868 Epoch 2/2... Batch 780 Discriminator Loss: 1.4242... Generator Loss: 0.9278 Epoch 2/2... Batch 790 Discriminator Loss: 1.2714... Generator Loss: 0.8650 Epoch 2/2... Batch 800 Discriminator Loss: 1.4906... Generator Loss: 0.4924
Epoch 2/2... Batch 810 Discriminator Loss: 1.3291... Generator Loss: 0.8623 Epoch 2/2... Batch 820 Discriminator Loss: 1.3278... Generator Loss: 1.2029 Epoch 2/2... Batch 830 Discriminator Loss: 1.3151... Generator Loss: 0.7150 Epoch 2/2... Batch 840 Discriminator Loss: 0.9886... Generator Loss: 1.2906 Epoch 2/2... Batch 850 Discriminator Loss: 1.0955... Generator Loss: 1.1167 Epoch 2/2... Batch 860 Discriminator Loss: 1.1170... Generator Loss: 1.0771 Epoch 2/2... Batch 870 Discriminator Loss: 1.5756... Generator Loss: 0.9049 Epoch 2/2... Batch 880 Discriminator Loss: 1.4063... Generator Loss: 0.5833 Epoch 2/2... Batch 890 Discriminator Loss: 1.3768... Generator Loss: 0.8133 Epoch 2/2... Batch 900 Discriminator Loss: 1.3019... Generator Loss: 0.8715
Epoch 2/2... Batch 910 Discriminator Loss: 1.2606... Generator Loss: 0.6257 Epoch 2/2... Batch 920 Discriminator Loss: 1.1744... Generator Loss: 0.9974 Epoch 2/2... Batch 930 Discriminator Loss: 1.3268... Generator Loss: 0.8731
初始参数:
模型架构(filter =5, stride = 1 or 2):
第一次结果:Discriminator Loss: 0.8251... Generator Loss: 0.9614 效果不是很好,基本形状出来了,但是图片灰蒙蒙的
调整beta1:
调整结构:减小辨别器的大小
调整学习率:
z_dim:
加入dropout感觉提升也不大 Discriminator Loss: 1.1555... Generator Loss: 0.8900
尝试增加迭代次数到3
感觉差别也不大 Discriminator Loss: 0.6617... Generator Loss: 1.0947
根据审阅老师的建议,增加了卷积网络的权重初始化,增加了d_loss的计算平滑,对数据进行了放缩(摆脱了之前图片灰蒙蒙的样子)
目前的loss为:稳定在Discriminator Loss: 1.2-1.4... Generator Loss: 0.7-0.9 Excellent!
在 CelebA 上运行你的 GANs 模型。在一般的GPU上运行每次迭代大约需要 20 分钟。你可以运行整个迭代,或者当 GANs 开始产生真实人脸图像时停止它。
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 3
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
loss_d, loss_g = train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/3... Batch 10 Discriminator Loss: 1.2115... Generator Loss: 1.5248 Epoch 1/3... Batch 20 Discriminator Loss: 1.9405... Generator Loss: 0.6462 Epoch 1/3... Batch 30 Discriminator Loss: 3.6731... Generator Loss: 0.2453 Epoch 1/3... Batch 40 Discriminator Loss: 1.7223... Generator Loss: 0.6057 Epoch 1/3... Batch 50 Discriminator Loss: 2.3389... Generator Loss: 0.1931 Epoch 1/3... Batch 60 Discriminator Loss: 1.3297... Generator Loss: 1.6193 Epoch 1/3... Batch 70 Discriminator Loss: 2.8518... Generator Loss: 0.1680 Epoch 1/3... Batch 80 Discriminator Loss: 2.4531... Generator Loss: 0.2130 Epoch 1/3... Batch 90 Discriminator Loss: 1.2981... Generator Loss: 1.4584 Epoch 1/3... Batch 100 Discriminator Loss: 1.6343... Generator Loss: 0.6648
Epoch 1/3... Batch 110 Discriminator Loss: 2.1845... Generator Loss: 0.8512 Epoch 1/3... Batch 120 Discriminator Loss: 1.9541... Generator Loss: 0.5157 Epoch 1/3... Batch 130 Discriminator Loss: 1.9722... Generator Loss: 0.5076 Epoch 1/3... Batch 140 Discriminator Loss: 0.9135... Generator Loss: 1.8038 Epoch 1/3... Batch 150 Discriminator Loss: 1.1755... Generator Loss: 1.3146 Epoch 1/3... Batch 160 Discriminator Loss: 1.6851... Generator Loss: 0.5875 Epoch 1/3... Batch 170 Discriminator Loss: 2.1325... Generator Loss: 0.2475 Epoch 1/3... Batch 180 Discriminator Loss: 2.0633... Generator Loss: 0.2858 Epoch 1/3... Batch 190 Discriminator Loss: 0.5516... Generator Loss: 2.3470 Epoch 1/3... Batch 200 Discriminator Loss: 1.8524... Generator Loss: 0.4235
Epoch 1/3... Batch 210 Discriminator Loss: 1.5055... Generator Loss: 0.7165 Epoch 1/3... Batch 220 Discriminator Loss: 1.3766... Generator Loss: 0.9411 Epoch 1/3... Batch 230 Discriminator Loss: 1.6069... Generator Loss: 0.7454 Epoch 1/3... Batch 240 Discriminator Loss: 1.3536... Generator Loss: 0.9239 Epoch 1/3... Batch 250 Discriminator Loss: 1.1646... Generator Loss: 1.0169 Epoch 1/3... Batch 260 Discriminator Loss: 1.5339... Generator Loss: 0.8095 Epoch 1/3... Batch 270 Discriminator Loss: 1.4510... Generator Loss: 0.7384 Epoch 1/3... Batch 280 Discriminator Loss: 1.9922... Generator Loss: 0.3889 Epoch 1/3... Batch 290 Discriminator Loss: 1.3988... Generator Loss: 0.6076 Epoch 1/3... Batch 300 Discriminator Loss: 1.4691... Generator Loss: 0.6003
Epoch 1/3... Batch 310 Discriminator Loss: 1.8233... Generator Loss: 0.6377 Epoch 1/3... Batch 320 Discriminator Loss: 1.1222... Generator Loss: 2.0573 Epoch 1/3... Batch 330 Discriminator Loss: 1.5125... Generator Loss: 0.8328 Epoch 1/3... Batch 340 Discriminator Loss: 1.5569... Generator Loss: 0.7651 Epoch 1/3... Batch 350 Discriminator Loss: 1.5277... Generator Loss: 0.7475 Epoch 1/3... Batch 360 Discriminator Loss: 1.7685... Generator Loss: 0.8820 Epoch 1/3... Batch 370 Discriminator Loss: 1.5610... Generator Loss: 0.5346 Epoch 1/3... Batch 380 Discriminator Loss: 1.5669... Generator Loss: 0.8540 Epoch 1/3... Batch 390 Discriminator Loss: 1.8144... Generator Loss: 0.6676 Epoch 1/3... Batch 400 Discriminator Loss: 1.5360... Generator Loss: 0.6488
Epoch 1/3... Batch 410 Discriminator Loss: 1.3761... Generator Loss: 0.8338 Epoch 1/3... Batch 420 Discriminator Loss: 1.3720... Generator Loss: 0.8423 Epoch 1/3... Batch 430 Discriminator Loss: 1.3440... Generator Loss: 0.8140 Epoch 1/3... Batch 440 Discriminator Loss: 1.4375... Generator Loss: 0.9776 Epoch 1/3... Batch 450 Discriminator Loss: 1.5140... Generator Loss: 0.6799 Epoch 1/3... Batch 460 Discriminator Loss: 1.3141... Generator Loss: 0.7173 Epoch 1/3... Batch 470 Discriminator Loss: 1.4957... Generator Loss: 0.6676 Epoch 1/3... Batch 480 Discriminator Loss: 1.1672... Generator Loss: 1.1536 Epoch 1/3... Batch 490 Discriminator Loss: 1.4209... Generator Loss: 1.0291 Epoch 1/3... Batch 500 Discriminator Loss: 1.5152... Generator Loss: 0.6822
Epoch 1/3... Batch 510 Discriminator Loss: 1.3872... Generator Loss: 0.9097 Epoch 1/3... Batch 520 Discriminator Loss: 1.3335... Generator Loss: 0.8283 Epoch 1/3... Batch 530 Discriminator Loss: 1.4014... Generator Loss: 0.9294 Epoch 1/3... Batch 540 Discriminator Loss: 1.5751... Generator Loss: 0.5025 Epoch 1/3... Batch 550 Discriminator Loss: 1.6162... Generator Loss: 0.6402 Epoch 1/3... Batch 560 Discriminator Loss: 1.4570... Generator Loss: 0.8418 Epoch 1/3... Batch 570 Discriminator Loss: 1.8743... Generator Loss: 0.7050 Epoch 1/3... Batch 580 Discriminator Loss: 1.2654... Generator Loss: 0.7746 Epoch 1/3... Batch 590 Discriminator Loss: 1.4023... Generator Loss: 0.8201 Epoch 1/3... Batch 600 Discriminator Loss: 1.4003... Generator Loss: 0.9353
Epoch 1/3... Batch 610 Discriminator Loss: 1.2960... Generator Loss: 0.8946 Epoch 1/3... Batch 620 Discriminator Loss: 1.2364... Generator Loss: 0.7683 Epoch 1/3... Batch 630 Discriminator Loss: 1.1433... Generator Loss: 1.4115 Epoch 1/3... Batch 640 Discriminator Loss: 1.7714... Generator Loss: 0.6413 Epoch 1/3... Batch 650 Discriminator Loss: 1.4730... Generator Loss: 0.8012 Epoch 1/3... Batch 660 Discriminator Loss: 1.2733... Generator Loss: 1.6777 Epoch 1/3... Batch 670 Discriminator Loss: 1.0288... Generator Loss: 1.2907 Epoch 1/3... Batch 680 Discriminator Loss: 1.4785... Generator Loss: 1.4629 Epoch 1/3... Batch 690 Discriminator Loss: 1.5512... Generator Loss: 0.7885 Epoch 1/3... Batch 700 Discriminator Loss: 1.3005... Generator Loss: 1.0756
Epoch 1/3... Batch 710 Discriminator Loss: 1.1415... Generator Loss: 1.1558 Epoch 1/3... Batch 720 Discriminator Loss: 1.5284... Generator Loss: 1.1594 Epoch 1/3... Batch 730 Discriminator Loss: 1.2542... Generator Loss: 1.0307 Epoch 1/3... Batch 740 Discriminator Loss: 1.5477... Generator Loss: 0.6311 Epoch 1/3... Batch 750 Discriminator Loss: 1.5123... Generator Loss: 0.6482 Epoch 1/3... Batch 760 Discriminator Loss: 1.6779... Generator Loss: 0.5824 Epoch 1/3... Batch 770 Discriminator Loss: 1.6002... Generator Loss: 0.7740 Epoch 1/3... Batch 780 Discriminator Loss: 1.3952... Generator Loss: 1.1074 Epoch 1/3... Batch 790 Discriminator Loss: 0.9805... Generator Loss: 1.4949 Epoch 1/3... Batch 800 Discriminator Loss: 1.3628... Generator Loss: 0.8112
Epoch 1/3... Batch 810 Discriminator Loss: 1.4831... Generator Loss: 0.8823 Epoch 1/3... Batch 820 Discriminator Loss: 1.5711... Generator Loss: 0.7207 Epoch 1/3... Batch 830 Discriminator Loss: 1.5298... Generator Loss: 0.6622 Epoch 1/3... Batch 840 Discriminator Loss: 1.3070... Generator Loss: 0.9274 Epoch 1/3... Batch 850 Discriminator Loss: 1.5108... Generator Loss: 1.0278 Epoch 1/3... Batch 860 Discriminator Loss: 1.5795... Generator Loss: 0.7446 Epoch 1/3... Batch 870 Discriminator Loss: 1.5483... Generator Loss: 1.1663 Epoch 1/3... Batch 880 Discriminator Loss: 1.7073... Generator Loss: 0.5900 Epoch 1/3... Batch 890 Discriminator Loss: 1.3564... Generator Loss: 0.7881 Epoch 1/3... Batch 900 Discriminator Loss: 1.2896... Generator Loss: 1.0580
Epoch 1/3... Batch 910 Discriminator Loss: 1.1108... Generator Loss: 1.8433 Epoch 1/3... Batch 920 Discriminator Loss: 1.5374... Generator Loss: 0.6690 Epoch 1/3... Batch 930 Discriminator Loss: 1.2722... Generator Loss: 0.6709 Epoch 1/3... Batch 940 Discriminator Loss: 1.5990... Generator Loss: 0.7263 Epoch 1/3... Batch 950 Discriminator Loss: 1.5372... Generator Loss: 0.8007 Epoch 1/3... Batch 960 Discriminator Loss: 1.3975... Generator Loss: 0.8384 Epoch 1/3... Batch 970 Discriminator Loss: 1.1756... Generator Loss: 0.9768 Epoch 1/3... Batch 980 Discriminator Loss: 1.4310... Generator Loss: 0.8622 Epoch 1/3... Batch 990 Discriminator Loss: 1.5833... Generator Loss: 0.8628 Epoch 1/3... Batch 1000 Discriminator Loss: 1.3363... Generator Loss: 0.9547
Epoch 1/3... Batch 1010 Discriminator Loss: 1.3970... Generator Loss: 0.6948 Epoch 1/3... Batch 1020 Discriminator Loss: 1.4217... Generator Loss: 0.6930 Epoch 1/3... Batch 1030 Discriminator Loss: 1.2104... Generator Loss: 0.7784 Epoch 1/3... Batch 1040 Discriminator Loss: 1.5151... Generator Loss: 1.0598 Epoch 1/3... Batch 1050 Discriminator Loss: 1.2939... Generator Loss: 0.6826 Epoch 1/3... Batch 1060 Discriminator Loss: 1.0312... Generator Loss: 1.1900 Epoch 1/3... Batch 1070 Discriminator Loss: 1.4481... Generator Loss: 0.6423 Epoch 1/3... Batch 1080 Discriminator Loss: 1.5263... Generator Loss: 0.9687 Epoch 1/3... Batch 1090 Discriminator Loss: 1.3585... Generator Loss: 1.2190 Epoch 1/3... Batch 1100 Discriminator Loss: 1.1672... Generator Loss: 1.0243
Epoch 1/3... Batch 1110 Discriminator Loss: 1.4951... Generator Loss: 0.6387 Epoch 1/3... Batch 1120 Discriminator Loss: 1.6863... Generator Loss: 0.6584 Epoch 1/3... Batch 1130 Discriminator Loss: 1.5950... Generator Loss: 0.6494 Epoch 1/3... Batch 1140 Discriminator Loss: 1.5743... Generator Loss: 0.6532 Epoch 1/3... Batch 1150 Discriminator Loss: 1.3767... Generator Loss: 0.7978 Epoch 1/3... Batch 1160 Discriminator Loss: 1.2741... Generator Loss: 1.0219 Epoch 1/3... Batch 1170 Discriminator Loss: 1.5590... Generator Loss: 0.5073 Epoch 1/3... Batch 1180 Discriminator Loss: 1.2949... Generator Loss: 1.0284 Epoch 1/3... Batch 1190 Discriminator Loss: 1.4784... Generator Loss: 0.6016 Epoch 1/3... Batch 1200 Discriminator Loss: 1.0358... Generator Loss: 2.7007
Epoch 1/3... Batch 1210 Discriminator Loss: 1.6858... Generator Loss: 0.4831 Epoch 1/3... Batch 1220 Discriminator Loss: 1.4852... Generator Loss: 0.7290 Epoch 1/3... Batch 1230 Discriminator Loss: 1.4347... Generator Loss: 0.6788 Epoch 1/3... Batch 1240 Discriminator Loss: 1.1202... Generator Loss: 1.9879 Epoch 1/3... Batch 1250 Discriminator Loss: 1.3098... Generator Loss: 0.7409 Epoch 1/3... Batch 1260 Discriminator Loss: 1.4458... Generator Loss: 0.7206 Epoch 1/3... Batch 1270 Discriminator Loss: 1.6603... Generator Loss: 1.2343 Epoch 1/3... Batch 1280 Discriminator Loss: 1.4936... Generator Loss: 0.6739 Epoch 1/3... Batch 1290 Discriminator Loss: 1.3659... Generator Loss: 0.8362 Epoch 1/3... Batch 1300 Discriminator Loss: 1.1757... Generator Loss: 1.0393
Epoch 1/3... Batch 1310 Discriminator Loss: 1.3497... Generator Loss: 0.9017 Epoch 1/3... Batch 1320 Discriminator Loss: 1.6300... Generator Loss: 0.6018 Epoch 1/3... Batch 1330 Discriminator Loss: 1.5347... Generator Loss: 0.5410 Epoch 1/3... Batch 1340 Discriminator Loss: 1.5709... Generator Loss: 0.4470 Epoch 1/3... Batch 1350 Discriminator Loss: 1.4242... Generator Loss: 0.9163 Epoch 1/3... Batch 1360 Discriminator Loss: 1.3119... Generator Loss: 0.9216 Epoch 1/3... Batch 1370 Discriminator Loss: 1.4250... Generator Loss: 0.9518 Epoch 1/3... Batch 1380 Discriminator Loss: 1.5711... Generator Loss: 0.5863 Epoch 1/3... Batch 1390 Discriminator Loss: 1.5402... Generator Loss: 0.6273 Epoch 1/3... Batch 1400 Discriminator Loss: 1.2376... Generator Loss: 0.9944
Epoch 1/3... Batch 1410 Discriminator Loss: 1.4449... Generator Loss: 0.6527 Epoch 1/3... Batch 1420 Discriminator Loss: 1.3509... Generator Loss: 0.9454 Epoch 1/3... Batch 1430 Discriminator Loss: 1.7281... Generator Loss: 0.8028 Epoch 1/3... Batch 1440 Discriminator Loss: 1.3180... Generator Loss: 0.9105 Epoch 1/3... Batch 1450 Discriminator Loss: 1.5223... Generator Loss: 0.7369 Epoch 1/3... Batch 1460 Discriminator Loss: 1.4311... Generator Loss: 0.6754 Epoch 1/3... Batch 1470 Discriminator Loss: 1.6733... Generator Loss: 0.5348 Epoch 1/3... Batch 1480 Discriminator Loss: 1.4064... Generator Loss: 0.9243 Epoch 1/3... Batch 1490 Discriminator Loss: 1.1972... Generator Loss: 1.0538 Epoch 1/3... Batch 1500 Discriminator Loss: 1.1247... Generator Loss: 1.4432
Epoch 1/3... Batch 1510 Discriminator Loss: 1.3529... Generator Loss: 0.7436 Epoch 1/3... Batch 1520 Discriminator Loss: 1.2891... Generator Loss: 0.6169 Epoch 1/3... Batch 1530 Discriminator Loss: 1.3608... Generator Loss: 0.9743 Epoch 1/3... Batch 1540 Discriminator Loss: 1.6533... Generator Loss: 0.7660 Epoch 1/3... Batch 1550 Discriminator Loss: 1.5320... Generator Loss: 0.7474 Epoch 1/3... Batch 1560 Discriminator Loss: 1.3949... Generator Loss: 0.9836 Epoch 1/3... Batch 1570 Discriminator Loss: 1.0900... Generator Loss: 1.2250 Epoch 1/3... Batch 1580 Discriminator Loss: 1.4401... Generator Loss: 0.7701 Epoch 1/3... Batch 1590 Discriminator Loss: 1.5128... Generator Loss: 0.6671 Epoch 1/3... Batch 1600 Discriminator Loss: 1.3341... Generator Loss: 0.7253
Epoch 1/3... Batch 1610 Discriminator Loss: 1.3891... Generator Loss: 0.8566 Epoch 1/3... Batch 1620 Discriminator Loss: 1.3038... Generator Loss: 0.7219 Epoch 1/3... Batch 1630 Discriminator Loss: 1.2580... Generator Loss: 0.8298 Epoch 1/3... Batch 1640 Discriminator Loss: 1.3454... Generator Loss: 0.6675 Epoch 1/3... Batch 1650 Discriminator Loss: 1.4560... Generator Loss: 0.6681 Epoch 1/3... Batch 1660 Discriminator Loss: 1.4123... Generator Loss: 0.9073 Epoch 1/3... Batch 1670 Discriminator Loss: 1.3375... Generator Loss: 0.7142 Epoch 1/3... Batch 1680 Discriminator Loss: 1.4531... Generator Loss: 0.7063 Epoch 1/3... Batch 1690 Discriminator Loss: 1.4646... Generator Loss: 0.7556 Epoch 1/3... Batch 1700 Discriminator Loss: 1.2970... Generator Loss: 0.7476
Epoch 1/3... Batch 1710 Discriminator Loss: 1.4642... Generator Loss: 0.7265 Epoch 1/3... Batch 1720 Discriminator Loss: 1.0759... Generator Loss: 1.1718 Epoch 1/3... Batch 1730 Discriminator Loss: 1.2062... Generator Loss: 1.1605 Epoch 1/3... Batch 1740 Discriminator Loss: 1.3601... Generator Loss: 1.0906 Epoch 1/3... Batch 1750 Discriminator Loss: 1.5997... Generator Loss: 0.5434 Epoch 1/3... Batch 1760 Discriminator Loss: 1.3110... Generator Loss: 1.1469 Epoch 1/3... Batch 1770 Discriminator Loss: 1.2253... Generator Loss: 1.1993 Epoch 1/3... Batch 1780 Discriminator Loss: 1.2890... Generator Loss: 0.5958 Epoch 1/3... Batch 1790 Discriminator Loss: 1.3355... Generator Loss: 0.8078 Epoch 1/3... Batch 1800 Discriminator Loss: 1.4901... Generator Loss: 0.7303
Epoch 1/3... Batch 1810 Discriminator Loss: 1.4252... Generator Loss: 0.7086 Epoch 1/3... Batch 1820 Discriminator Loss: 1.4452... Generator Loss: 0.8962 Epoch 1/3... Batch 1830 Discriminator Loss: 1.4049... Generator Loss: 1.0339 Epoch 1/3... Batch 1840 Discriminator Loss: 1.3374... Generator Loss: 1.0243 Epoch 1/3... Batch 1850 Discriminator Loss: 1.4495... Generator Loss: 0.5324 Epoch 1/3... Batch 1860 Discriminator Loss: 1.2357... Generator Loss: 0.8284 Epoch 1/3... Batch 1870 Discriminator Loss: 1.5319... Generator Loss: 0.4880 Epoch 1/3... Batch 1880 Discriminator Loss: 1.2729... Generator Loss: 1.0794 Epoch 1/3... Batch 1890 Discriminator Loss: 1.3714... Generator Loss: 0.4990 Epoch 1/3... Batch 1900 Discriminator Loss: 1.4461... Generator Loss: 0.7122
Epoch 1/3... Batch 1910 Discriminator Loss: 1.1630... Generator Loss: 1.1237 Epoch 1/3... Batch 1920 Discriminator Loss: 1.4757... Generator Loss: 0.7203 Epoch 1/3... Batch 1930 Discriminator Loss: 1.2081... Generator Loss: 1.2571 Epoch 1/3... Batch 1940 Discriminator Loss: 1.3474... Generator Loss: 0.9252 Epoch 1/3... Batch 1950 Discriminator Loss: 1.3418... Generator Loss: 1.3849 Epoch 1/3... Batch 1960 Discriminator Loss: 1.5614... Generator Loss: 0.7695 Epoch 1/3... Batch 1970 Discriminator Loss: 1.3394... Generator Loss: 0.6847 Epoch 1/3... Batch 1980 Discriminator Loss: 1.3047... Generator Loss: 0.8034 Epoch 1/3... Batch 1990 Discriminator Loss: 1.8495... Generator Loss: 0.3551 Epoch 1/3... Batch 2000 Discriminator Loss: 1.5406... Generator Loss: 0.7156
Epoch 1/3... Batch 2010 Discriminator Loss: 1.5612... Generator Loss: 0.6268 Epoch 1/3... Batch 2020 Discriminator Loss: 1.2971... Generator Loss: 0.9557 Epoch 1/3... Batch 2030 Discriminator Loss: 1.4777... Generator Loss: 0.6466 Epoch 1/3... Batch 2040 Discriminator Loss: 1.3373... Generator Loss: 0.7959 Epoch 1/3... Batch 2050 Discriminator Loss: 1.6088... Generator Loss: 0.5624 Epoch 1/3... Batch 2060 Discriminator Loss: 1.5118... Generator Loss: 0.8573 Epoch 1/3... Batch 2070 Discriminator Loss: 1.5134... Generator Loss: 0.9577 Epoch 1/3... Batch 2080 Discriminator Loss: 1.3716... Generator Loss: 1.0372 Epoch 1/3... Batch 2090 Discriminator Loss: 0.9369... Generator Loss: 1.4032 Epoch 1/3... Batch 2100 Discriminator Loss: 1.4658... Generator Loss: 0.5466
Epoch 1/3... Batch 2110 Discriminator Loss: 1.3932... Generator Loss: 1.5446 Epoch 1/3... Batch 2120 Discriminator Loss: 1.0991... Generator Loss: 2.1668 Epoch 1/3... Batch 2130 Discriminator Loss: 1.3082... Generator Loss: 0.6664 Epoch 1/3... Batch 2140 Discriminator Loss: 1.2942... Generator Loss: 1.0322 Epoch 1/3... Batch 2150 Discriminator Loss: 1.4720... Generator Loss: 0.6505 Epoch 1/3... Batch 2160 Discriminator Loss: 1.4689... Generator Loss: 0.5278 Epoch 1/3... Batch 2170 Discriminator Loss: 1.4799... Generator Loss: 0.7337 Epoch 1/3... Batch 2180 Discriminator Loss: 1.4624... Generator Loss: 0.8575 Epoch 1/3... Batch 2190 Discriminator Loss: 1.2309... Generator Loss: 1.3993 Epoch 1/3... Batch 2200 Discriminator Loss: 1.3529... Generator Loss: 0.7990
Epoch 1/3... Batch 2210 Discriminator Loss: 1.3777... Generator Loss: 0.7770 Epoch 1/3... Batch 2220 Discriminator Loss: 1.6108... Generator Loss: 0.7133 Epoch 1/3... Batch 2230 Discriminator Loss: 1.4131... Generator Loss: 0.5878 Epoch 1/3... Batch 2240 Discriminator Loss: 1.4931... Generator Loss: 0.7456 Epoch 1/3... Batch 2250 Discriminator Loss: 1.4068... Generator Loss: 0.5263 Epoch 1/3... Batch 2260 Discriminator Loss: 1.6117... Generator Loss: 0.5429 Epoch 1/3... Batch 2270 Discriminator Loss: 1.4795... Generator Loss: 0.7391 Epoch 1/3... Batch 2280 Discriminator Loss: 1.4057... Generator Loss: 0.6697 Epoch 1/3... Batch 2290 Discriminator Loss: 1.3838... Generator Loss: 0.8324 Epoch 1/3... Batch 2300 Discriminator Loss: 1.4506... Generator Loss: 1.5183
Epoch 1/3... Batch 2310 Discriminator Loss: 1.3665... Generator Loss: 0.7710 Epoch 1/3... Batch 2320 Discriminator Loss: 1.7121... Generator Loss: 0.5697 Epoch 1/3... Batch 2330 Discriminator Loss: 1.3026... Generator Loss: 0.8506 Epoch 1/3... Batch 2340 Discriminator Loss: 1.4794... Generator Loss: 0.8584 Epoch 1/3... Batch 2350 Discriminator Loss: 1.4896... Generator Loss: 0.7231 Epoch 1/3... Batch 2360 Discriminator Loss: 1.3560... Generator Loss: 0.7912 Epoch 1/3... Batch 2370 Discriminator Loss: 1.3752... Generator Loss: 0.9613 Epoch 1/3... Batch 2380 Discriminator Loss: 1.4428... Generator Loss: 0.9177 Epoch 1/3... Batch 2390 Discriminator Loss: 1.2531... Generator Loss: 0.8082 Epoch 1/3... Batch 2400 Discriminator Loss: 1.2820... Generator Loss: 0.8509
Epoch 1/3... Batch 2410 Discriminator Loss: 1.4951... Generator Loss: 0.6762 Epoch 1/3... Batch 2420 Discriminator Loss: 1.1732... Generator Loss: 0.9845 Epoch 1/3... Batch 2430 Discriminator Loss: 1.2495... Generator Loss: 0.8165 Epoch 1/3... Batch 2440 Discriminator Loss: 1.3629... Generator Loss: 0.6332 Epoch 1/3... Batch 2450 Discriminator Loss: 1.3784... Generator Loss: 0.5604 Epoch 1/3... Batch 2460 Discriminator Loss: 1.4651... Generator Loss: 0.5284 Epoch 1/3... Batch 2470 Discriminator Loss: 1.3221... Generator Loss: 0.7932 Epoch 1/3... Batch 2480 Discriminator Loss: 1.4417... Generator Loss: 0.7962 Epoch 1/3... Batch 2490 Discriminator Loss: 1.3036... Generator Loss: 0.7925 Epoch 1/3... Batch 2500 Discriminator Loss: 1.1710... Generator Loss: 1.3019
Epoch 1/3... Batch 2510 Discriminator Loss: 1.4257... Generator Loss: 0.7172 Epoch 1/3... Batch 2520 Discriminator Loss: 1.6278... Generator Loss: 0.5432 Epoch 1/3... Batch 2530 Discriminator Loss: 1.3459... Generator Loss: 0.9684 Epoch 1/3... Batch 2540 Discriminator Loss: 1.3808... Generator Loss: 0.7873 Epoch 1/3... Batch 2550 Discriminator Loss: 1.4070... Generator Loss: 0.8417 Epoch 1/3... Batch 2560 Discriminator Loss: 1.4397... Generator Loss: 0.6318 Epoch 1/3... Batch 2570 Discriminator Loss: 1.2936... Generator Loss: 0.7853 Epoch 1/3... Batch 2580 Discriminator Loss: 1.7231... Generator Loss: 0.5279 Epoch 1/3... Batch 2590 Discriminator Loss: 1.2732... Generator Loss: 0.9003 Epoch 1/3... Batch 2600 Discriminator Loss: 1.5121... Generator Loss: 0.8071
Epoch 1/3... Batch 2610 Discriminator Loss: 1.4794... Generator Loss: 0.7052 Epoch 1/3... Batch 2620 Discriminator Loss: 1.2676... Generator Loss: 1.1772 Epoch 1/3... Batch 2630 Discriminator Loss: 1.5726... Generator Loss: 0.9956 Epoch 1/3... Batch 2640 Discriminator Loss: 1.4595... Generator Loss: 0.6585 Epoch 1/3... Batch 2650 Discriminator Loss: 1.4863... Generator Loss: 0.6779 Epoch 1/3... Batch 2660 Discriminator Loss: 1.3648... Generator Loss: 0.7129 Epoch 1/3... Batch 2670 Discriminator Loss: 1.3593... Generator Loss: 0.8682 Epoch 1/3... Batch 2680 Discriminator Loss: 1.3497... Generator Loss: 0.7722 Epoch 1/3... Batch 2690 Discriminator Loss: 1.5383... Generator Loss: 0.6500 Epoch 1/3... Batch 2700 Discriminator Loss: 1.3000... Generator Loss: 0.8417
Epoch 1/3... Batch 2710 Discriminator Loss: 1.3737... Generator Loss: 0.8311 Epoch 1/3... Batch 2720 Discriminator Loss: 1.5161... Generator Loss: 0.9659 Epoch 1/3... Batch 2730 Discriminator Loss: 1.2615... Generator Loss: 0.7004 Epoch 1/3... Batch 2740 Discriminator Loss: 1.4527... Generator Loss: 1.0697 Epoch 1/3... Batch 2750 Discriminator Loss: 1.4242... Generator Loss: 0.7777 Epoch 1/3... Batch 2760 Discriminator Loss: 1.4150... Generator Loss: 0.6988 Epoch 1/3... Batch 2770 Discriminator Loss: 1.6131... Generator Loss: 0.5167 Epoch 1/3... Batch 2780 Discriminator Loss: 1.5461... Generator Loss: 0.6864 Epoch 1/3... Batch 2790 Discriminator Loss: 1.5245... Generator Loss: 0.7341 Epoch 1/3... Batch 2800 Discriminator Loss: 1.2761... Generator Loss: 0.9258
Epoch 1/3... Batch 2810 Discriminator Loss: 1.4721... Generator Loss: 0.7773 Epoch 1/3... Batch 2820 Discriminator Loss: 1.3955... Generator Loss: 0.5964 Epoch 1/3... Batch 2830 Discriminator Loss: 1.4856... Generator Loss: 0.7603 Epoch 1/3... Batch 2840 Discriminator Loss: 1.4183... Generator Loss: 0.6804 Epoch 1/3... Batch 2850 Discriminator Loss: 1.2802... Generator Loss: 0.8017 Epoch 1/3... Batch 2860 Discriminator Loss: 1.4582... Generator Loss: 0.6744 Epoch 1/3... Batch 2870 Discriminator Loss: 1.4060... Generator Loss: 0.8770 Epoch 1/3... Batch 2880 Discriminator Loss: 1.4828... Generator Loss: 0.5536 Epoch 1/3... Batch 2890 Discriminator Loss: 1.4639... Generator Loss: 0.9190 Epoch 1/3... Batch 2900 Discriminator Loss: 1.3806... Generator Loss: 0.6828
Epoch 1/3... Batch 2910 Discriminator Loss: 1.3922... Generator Loss: 0.5825 Epoch 1/3... Batch 2920 Discriminator Loss: 1.4857... Generator Loss: 0.7380 Epoch 1/3... Batch 2930 Discriminator Loss: 1.3948... Generator Loss: 0.8269 Epoch 1/3... Batch 2940 Discriminator Loss: 1.6989... Generator Loss: 0.5796 Epoch 1/3... Batch 2950 Discriminator Loss: 1.4179... Generator Loss: 0.8899 Epoch 1/3... Batch 2960 Discriminator Loss: 1.4353... Generator Loss: 0.7008 Epoch 1/3... Batch 2970 Discriminator Loss: 1.4088... Generator Loss: 0.7303 Epoch 1/3... Batch 2980 Discriminator Loss: 1.3691... Generator Loss: 0.6922 Epoch 1/3... Batch 2990 Discriminator Loss: 1.2385... Generator Loss: 0.9997 Epoch 1/3... Batch 3000 Discriminator Loss: 1.5377... Generator Loss: 0.5495
Epoch 1/3... Batch 3010 Discriminator Loss: 1.4397... Generator Loss: 0.6533 Epoch 1/3... Batch 3020 Discriminator Loss: 1.4026... Generator Loss: 0.7831 Epoch 1/3... Batch 3030 Discriminator Loss: 1.3876... Generator Loss: 0.8751 Epoch 1/3... Batch 3040 Discriminator Loss: 1.3049... Generator Loss: 0.7745 Epoch 1/3... Batch 3050 Discriminator Loss: 1.2537... Generator Loss: 0.9340 Epoch 1/3... Batch 3060 Discriminator Loss: 1.3921... Generator Loss: 0.7290 Epoch 1/3... Batch 3070 Discriminator Loss: 1.5430... Generator Loss: 0.7105 Epoch 1/3... Batch 3080 Discriminator Loss: 1.2296... Generator Loss: 0.7598 Epoch 1/3... Batch 3090 Discriminator Loss: 1.5310... Generator Loss: 0.7570 Epoch 1/3... Batch 3100 Discriminator Loss: 1.4859... Generator Loss: 0.8538
Epoch 1/3... Batch 3110 Discriminator Loss: 1.5013... Generator Loss: 0.7235 Epoch 1/3... Batch 3120 Discriminator Loss: 1.5556... Generator Loss: 0.6480 Epoch 1/3... Batch 3130 Discriminator Loss: 1.1939... Generator Loss: 1.2900 Epoch 1/3... Batch 3140 Discriminator Loss: 1.3923... Generator Loss: 1.0177 Epoch 1/3... Batch 3150 Discriminator Loss: 1.4696... Generator Loss: 0.6168 Epoch 1/3... Batch 3160 Discriminator Loss: 1.3486... Generator Loss: 0.6982 Epoch 1/3... Batch 3170 Discriminator Loss: 1.3413... Generator Loss: 0.6922 Epoch 1/3... Batch 3180 Discriminator Loss: 1.6347... Generator Loss: 0.9929 Epoch 1/3... Batch 3190 Discriminator Loss: 1.4404... Generator Loss: 0.6629 Epoch 1/3... Batch 3200 Discriminator Loss: 1.5026... Generator Loss: 0.7068
Epoch 1/3... Batch 3210 Discriminator Loss: 1.4884... Generator Loss: 0.8000 Epoch 1/3... Batch 3220 Discriminator Loss: 1.3874... Generator Loss: 0.8601 Epoch 1/3... Batch 3230 Discriminator Loss: 1.3519... Generator Loss: 1.0279 Epoch 1/3... Batch 3240 Discriminator Loss: 1.2892... Generator Loss: 0.7235 Epoch 1/3... Batch 3250 Discriminator Loss: 1.3977... Generator Loss: 0.6807 Epoch 1/3... Batch 3260 Discriminator Loss: 1.5800... Generator Loss: 0.6747 Epoch 1/3... Batch 3270 Discriminator Loss: 1.3915... Generator Loss: 0.9670 Epoch 1/3... Batch 3280 Discriminator Loss: 1.4315... Generator Loss: 0.6226 Epoch 1/3... Batch 3290 Discriminator Loss: 1.5151... Generator Loss: 0.6332 Epoch 1/3... Batch 3300 Discriminator Loss: 1.5422... Generator Loss: 0.9797
Epoch 1/3... Batch 3310 Discriminator Loss: 1.3970... Generator Loss: 0.9815 Epoch 1/3... Batch 3320 Discriminator Loss: 1.3399... Generator Loss: 0.8328 Epoch 1/3... Batch 3330 Discriminator Loss: 1.4237... Generator Loss: 0.6559 Epoch 1/3... Batch 3340 Discriminator Loss: 1.3499... Generator Loss: 0.8821 Epoch 1/3... Batch 3350 Discriminator Loss: 1.4967... Generator Loss: 0.6152 Epoch 1/3... Batch 3360 Discriminator Loss: 1.3121... Generator Loss: 0.9420 Epoch 1/3... Batch 3370 Discriminator Loss: 1.4783... Generator Loss: 0.5743 Epoch 1/3... Batch 3380 Discriminator Loss: 1.3475... Generator Loss: 0.7240 Epoch 1/3... Batch 3390 Discriminator Loss: 1.3345... Generator Loss: 1.0495 Epoch 1/3... Batch 3400 Discriminator Loss: 1.4612... Generator Loss: 0.7155
Epoch 1/3... Batch 3410 Discriminator Loss: 1.3080... Generator Loss: 0.6926 Epoch 1/3... Batch 3420 Discriminator Loss: 1.3982... Generator Loss: 0.8060 Epoch 1/3... Batch 3430 Discriminator Loss: 1.3093... Generator Loss: 0.9897 Epoch 1/3... Batch 3440 Discriminator Loss: 1.4468... Generator Loss: 0.5474 Epoch 1/3... Batch 3450 Discriminator Loss: 1.3278... Generator Loss: 0.7076 Epoch 1/3... Batch 3460 Discriminator Loss: 1.5026... Generator Loss: 0.7565 Epoch 1/3... Batch 3470 Discriminator Loss: 1.2668... Generator Loss: 0.8520 Epoch 1/3... Batch 3480 Discriminator Loss: 1.4487... Generator Loss: 0.6198 Epoch 1/3... Batch 3490 Discriminator Loss: 1.4700... Generator Loss: 0.7216 Epoch 1/3... Batch 3500 Discriminator Loss: 1.3235... Generator Loss: 0.7919
Epoch 1/3... Batch 3510 Discriminator Loss: 1.3647... Generator Loss: 0.7510 Epoch 1/3... Batch 3520 Discriminator Loss: 1.3577... Generator Loss: 0.8329 Epoch 1/3... Batch 3530 Discriminator Loss: 1.6384... Generator Loss: 0.4653 Epoch 1/3... Batch 3540 Discriminator Loss: 1.5188... Generator Loss: 0.7461 Epoch 1/3... Batch 3550 Discriminator Loss: 1.3789... Generator Loss: 0.7817 Epoch 1/3... Batch 3560 Discriminator Loss: 1.5128... Generator Loss: 0.5574 Epoch 1/3... Batch 3570 Discriminator Loss: 1.3006... Generator Loss: 0.9287 Epoch 1/3... Batch 3580 Discriminator Loss: 1.4077... Generator Loss: 0.7445 Epoch 1/3... Batch 3590 Discriminator Loss: 1.4315... Generator Loss: 0.5971 Epoch 1/3... Batch 3600 Discriminator Loss: 1.4218... Generator Loss: 0.8694
Epoch 1/3... Batch 3610 Discriminator Loss: 1.4859... Generator Loss: 0.7033 Epoch 1/3... Batch 3620 Discriminator Loss: 1.4478... Generator Loss: 0.6666 Epoch 1/3... Batch 3630 Discriminator Loss: 1.2501... Generator Loss: 0.9745 Epoch 1/3... Batch 3640 Discriminator Loss: 1.3859... Generator Loss: 0.6510 Epoch 1/3... Batch 3650 Discriminator Loss: 1.4140... Generator Loss: 0.8133 Epoch 1/3... Batch 3660 Discriminator Loss: 1.1767... Generator Loss: 0.9802 Epoch 1/3... Batch 3670 Discriminator Loss: 1.6072... Generator Loss: 0.5823 Epoch 1/3... Batch 3680 Discriminator Loss: 1.4422... Generator Loss: 0.9368 Epoch 1/3... Batch 3690 Discriminator Loss: 1.5042... Generator Loss: 0.6128 Epoch 1/3... Batch 3700 Discriminator Loss: 1.3140... Generator Loss: 0.6580
Epoch 1/3... Batch 3710 Discriminator Loss: 1.6449... Generator Loss: 0.6562 Epoch 1/3... Batch 3720 Discriminator Loss: 1.3521... Generator Loss: 0.7915 Epoch 1/3... Batch 3730 Discriminator Loss: 1.1828... Generator Loss: 0.9576 Epoch 1/3... Batch 3740 Discriminator Loss: 1.6688... Generator Loss: 0.6131 Epoch 1/3... Batch 3750 Discriminator Loss: 1.4466... Generator Loss: 0.8115 Epoch 1/3... Batch 3760 Discriminator Loss: 1.4417... Generator Loss: 0.6792 Epoch 1/3... Batch 3770 Discriminator Loss: 1.4462... Generator Loss: 0.6635 Epoch 1/3... Batch 3780 Discriminator Loss: 1.4476... Generator Loss: 0.5767 Epoch 1/3... Batch 3790 Discriminator Loss: 1.4890... Generator Loss: 0.6173 Epoch 1/3... Batch 3800 Discriminator Loss: 1.3770... Generator Loss: 0.8046
Epoch 1/3... Batch 3810 Discriminator Loss: 1.3310... Generator Loss: 0.8247 Epoch 1/3... Batch 3820 Discriminator Loss: 1.4437... Generator Loss: 0.7672 Epoch 1/3... Batch 3830 Discriminator Loss: 1.1674... Generator Loss: 1.0930 Epoch 1/3... Batch 3840 Discriminator Loss: 1.5558... Generator Loss: 0.6704 Epoch 1/3... Batch 3850 Discriminator Loss: 1.4462... Generator Loss: 0.8197 Epoch 1/3... Batch 3860 Discriminator Loss: 1.3447... Generator Loss: 0.7866 Epoch 1/3... Batch 3870 Discriminator Loss: 1.3858... Generator Loss: 0.9015 Epoch 1/3... Batch 3880 Discriminator Loss: 1.4750... Generator Loss: 0.7574 Epoch 1/3... Batch 3890 Discriminator Loss: 1.4045... Generator Loss: 0.7843 Epoch 1/3... Batch 3900 Discriminator Loss: 1.3626... Generator Loss: 0.7406
Epoch 1/3... Batch 3910 Discriminator Loss: 1.4984... Generator Loss: 0.8665 Epoch 1/3... Batch 3920 Discriminator Loss: 1.4312... Generator Loss: 0.7423 Epoch 1/3... Batch 3930 Discriminator Loss: 1.4514... Generator Loss: 0.7887 Epoch 1/3... Batch 3940 Discriminator Loss: 1.4624... Generator Loss: 0.8528 Epoch 1/3... Batch 3950 Discriminator Loss: 1.5342... Generator Loss: 0.6369 Epoch 1/3... Batch 3960 Discriminator Loss: 1.2764... Generator Loss: 1.0546 Epoch 1/3... Batch 3970 Discriminator Loss: 1.2856... Generator Loss: 0.8614 Epoch 1/3... Batch 3980 Discriminator Loss: 1.4895... Generator Loss: 0.8006 Epoch 1/3... Batch 3990 Discriminator Loss: 1.4585... Generator Loss: 0.7790 Epoch 1/3... Batch 4000 Discriminator Loss: 1.4193... Generator Loss: 0.8849
Epoch 1/3... Batch 4010 Discriminator Loss: 1.3946... Generator Loss: 0.8204 Epoch 1/3... Batch 4020 Discriminator Loss: 1.4733... Generator Loss: 0.6891 Epoch 1/3... Batch 4030 Discriminator Loss: 1.4676... Generator Loss: 0.6756 Epoch 1/3... Batch 4040 Discriminator Loss: 1.3410... Generator Loss: 1.0953 Epoch 1/3... Batch 4050 Discriminator Loss: 1.3590... Generator Loss: 0.8349 Epoch 1/3... Batch 4060 Discriminator Loss: 1.3996... Generator Loss: 0.7039 Epoch 1/3... Batch 4070 Discriminator Loss: 1.5167... Generator Loss: 0.7088 Epoch 1/3... Batch 4080 Discriminator Loss: 1.4348... Generator Loss: 0.9396 Epoch 1/3... Batch 4090 Discriminator Loss: 1.5005... Generator Loss: 0.6323 Epoch 1/3... Batch 4100 Discriminator Loss: 1.7096... Generator Loss: 0.3051
Epoch 1/3... Batch 4110 Discriminator Loss: 1.4029... Generator Loss: 0.7785 Epoch 1/3... Batch 4120 Discriminator Loss: 1.3338... Generator Loss: 0.8951 Epoch 1/3... Batch 4130 Discriminator Loss: 1.3983... Generator Loss: 0.7840 Epoch 1/3... Batch 4140 Discriminator Loss: 1.4106... Generator Loss: 0.6496 Epoch 1/3... Batch 4150 Discriminator Loss: 1.5059... Generator Loss: 0.7150 Epoch 1/3... Batch 4160 Discriminator Loss: 1.6658... Generator Loss: 0.5256 Epoch 1/3... Batch 4170 Discriminator Loss: 1.3543... Generator Loss: 0.7917 Epoch 1/3... Batch 4180 Discriminator Loss: 1.4940... Generator Loss: 0.6227 Epoch 1/3... Batch 4190 Discriminator Loss: 1.4194... Generator Loss: 0.6894 Epoch 1/3... Batch 4200 Discriminator Loss: 1.4702... Generator Loss: 0.7224
Epoch 1/3... Batch 4210 Discriminator Loss: 1.3017... Generator Loss: 0.8123 Epoch 1/3... Batch 4220 Discriminator Loss: 1.4391... Generator Loss: 0.6303 Epoch 1/3... Batch 4230 Discriminator Loss: 1.5453... Generator Loss: 0.6184 Epoch 1/3... Batch 4240 Discriminator Loss: 1.4721... Generator Loss: 0.7705 Epoch 1/3... Batch 4250 Discriminator Loss: 1.3465... Generator Loss: 0.8664 Epoch 1/3... Batch 4260 Discriminator Loss: 1.4092... Generator Loss: 0.7310 Epoch 1/3... Batch 4270 Discriminator Loss: 1.3799... Generator Loss: 0.6889 Epoch 1/3... Batch 4280 Discriminator Loss: 1.4044... Generator Loss: 0.7913 Epoch 1/3... Batch 4290 Discriminator Loss: 1.4246... Generator Loss: 0.7914 Epoch 1/3... Batch 4300 Discriminator Loss: 1.4794... Generator Loss: 0.7236
Epoch 1/3... Batch 4310 Discriminator Loss: 1.3231... Generator Loss: 0.8357 Epoch 1/3... Batch 4320 Discriminator Loss: 1.3443... Generator Loss: 0.6609 Epoch 1/3... Batch 4330 Discriminator Loss: 1.4249... Generator Loss: 0.6372 Epoch 1/3... Batch 4340 Discriminator Loss: 1.5260... Generator Loss: 0.5573 Epoch 1/3... Batch 4350 Discriminator Loss: 1.6419... Generator Loss: 0.5227 Epoch 1/3... Batch 4360 Discriminator Loss: 1.3808... Generator Loss: 0.6678 Epoch 1/3... Batch 4370 Discriminator Loss: 1.5114... Generator Loss: 0.6578 Epoch 1/3... Batch 4380 Discriminator Loss: 1.6046... Generator Loss: 0.5961 Epoch 1/3... Batch 4390 Discriminator Loss: 1.3784... Generator Loss: 0.7446 Epoch 1/3... Batch 4400 Discriminator Loss: 1.4058... Generator Loss: 0.6936
Epoch 1/3... Batch 4410 Discriminator Loss: 1.5071... Generator Loss: 0.6512 Epoch 1/3... Batch 4420 Discriminator Loss: 1.3292... Generator Loss: 0.7515 Epoch 1/3... Batch 4430 Discriminator Loss: 1.3817... Generator Loss: 0.8644 Epoch 1/3... Batch 4440 Discriminator Loss: 1.3926... Generator Loss: 0.7761 Epoch 1/3... Batch 4450 Discriminator Loss: 1.3312... Generator Loss: 0.8111 Epoch 1/3... Batch 4460 Discriminator Loss: 1.4010... Generator Loss: 0.7148 Epoch 1/3... Batch 4470 Discriminator Loss: 1.3922... Generator Loss: 0.6899 Epoch 1/3... Batch 4480 Discriminator Loss: 1.4473... Generator Loss: 0.7463 Epoch 1/3... Batch 4490 Discriminator Loss: 1.4389... Generator Loss: 0.6898 Epoch 1/3... Batch 4500 Discriminator Loss: 1.4334... Generator Loss: 0.8949
Epoch 1/3... Batch 4510 Discriminator Loss: 1.4256... Generator Loss: 0.7919 Epoch 1/3... Batch 4520 Discriminator Loss: 1.3617... Generator Loss: 0.7957 Epoch 1/3... Batch 4530 Discriminator Loss: 1.5195... Generator Loss: 0.5170 Epoch 1/3... Batch 4540 Discriminator Loss: 1.4522... Generator Loss: 0.6894 Epoch 1/3... Batch 4550 Discriminator Loss: 1.4124... Generator Loss: 0.8132 Epoch 1/3... Batch 4560 Discriminator Loss: 1.4833... Generator Loss: 0.6322 Epoch 1/3... Batch 4570 Discriminator Loss: 1.2138... Generator Loss: 0.9627 Epoch 1/3... Batch 4580 Discriminator Loss: 1.2818... Generator Loss: 0.9147 Epoch 1/3... Batch 4590 Discriminator Loss: 1.3105... Generator Loss: 0.7512 Epoch 1/3... Batch 4600 Discriminator Loss: 1.2710... Generator Loss: 0.7809
Epoch 1/3... Batch 4610 Discriminator Loss: 1.4313... Generator Loss: 0.7451 Epoch 1/3... Batch 4620 Discriminator Loss: 1.3461... Generator Loss: 0.8832 Epoch 1/3... Batch 4630 Discriminator Loss: 1.5432... Generator Loss: 0.5488 Epoch 1/3... Batch 4640 Discriminator Loss: 1.5022... Generator Loss: 0.6235 Epoch 1/3... Batch 4650 Discriminator Loss: 1.5333... Generator Loss: 0.6803 Epoch 1/3... Batch 4660 Discriminator Loss: 1.4450... Generator Loss: 0.7186 Epoch 1/3... Batch 4670 Discriminator Loss: 1.3632... Generator Loss: 0.6753 Epoch 1/3... Batch 4680 Discriminator Loss: 1.3021... Generator Loss: 0.9110 Epoch 1/3... Batch 4690 Discriminator Loss: 1.5920... Generator Loss: 0.4751 Epoch 1/3... Batch 4700 Discriminator Loss: 1.3571... Generator Loss: 0.8595
Epoch 1/3... Batch 4710 Discriminator Loss: 1.4099... Generator Loss: 0.7877 Epoch 1/3... Batch 4720 Discriminator Loss: 1.5108... Generator Loss: 0.7982 Epoch 1/3... Batch 4730 Discriminator Loss: 1.4051... Generator Loss: 0.6686 Epoch 1/3... Batch 4740 Discriminator Loss: 1.5718... Generator Loss: 0.6273 Epoch 1/3... Batch 4750 Discriminator Loss: 1.5881... Generator Loss: 0.5181 Epoch 1/3... Batch 4760 Discriminator Loss: 1.3655... Generator Loss: 0.9137 Epoch 1/3... Batch 4770 Discriminator Loss: 1.3691... Generator Loss: 0.7831 Epoch 1/3... Batch 4780 Discriminator Loss: 1.4203... Generator Loss: 0.7521 Epoch 1/3... Batch 4790 Discriminator Loss: 1.4636... Generator Loss: 0.7527 Epoch 1/3... Batch 4800 Discriminator Loss: 1.4243... Generator Loss: 0.7733
Epoch 1/3... Batch 4810 Discriminator Loss: 1.4738... Generator Loss: 0.5770 Epoch 1/3... Batch 4820 Discriminator Loss: 1.2567... Generator Loss: 0.7537 Epoch 1/3... Batch 4830 Discriminator Loss: 1.4317... Generator Loss: 0.7994 Epoch 1/3... Batch 4840 Discriminator Loss: 1.4740... Generator Loss: 0.7831 Epoch 1/3... Batch 4850 Discriminator Loss: 1.4589... Generator Loss: 0.8597 Epoch 1/3... Batch 4860 Discriminator Loss: 1.5027... Generator Loss: 0.6923 Epoch 1/3... Batch 4870 Discriminator Loss: 1.4838... Generator Loss: 0.6726 Epoch 1/3... Batch 4880 Discriminator Loss: 1.3754... Generator Loss: 0.7874 Epoch 1/3... Batch 4890 Discriminator Loss: 1.3275... Generator Loss: 0.7892 Epoch 1/3... Batch 4900 Discriminator Loss: 1.4580... Generator Loss: 0.8697
Epoch 1/3... Batch 4910 Discriminator Loss: 1.4462... Generator Loss: 0.6529 Epoch 1/3... Batch 4920 Discriminator Loss: 1.4196... Generator Loss: 0.7735 Epoch 1/3... Batch 4930 Discriminator Loss: 1.3302... Generator Loss: 0.7525 Epoch 1/3... Batch 4940 Discriminator Loss: 1.4890... Generator Loss: 0.8364 Epoch 1/3... Batch 4950 Discriminator Loss: 1.4411... Generator Loss: 0.6909 Epoch 1/3... Batch 4960 Discriminator Loss: 1.4889... Generator Loss: 0.7048 Epoch 1/3... Batch 4970 Discriminator Loss: 1.4679... Generator Loss: 0.7095 Epoch 1/3... Batch 4980 Discriminator Loss: 1.4224... Generator Loss: 0.7343 Epoch 1/3... Batch 4990 Discriminator Loss: 1.5155... Generator Loss: 0.6204 Epoch 1/3... Batch 5000 Discriminator Loss: 1.3905... Generator Loss: 0.7875
Epoch 1/3... Batch 5010 Discriminator Loss: 1.3105... Generator Loss: 0.8309 Epoch 1/3... Batch 5020 Discriminator Loss: 1.5373... Generator Loss: 0.7286 Epoch 1/3... Batch 5030 Discriminator Loss: 1.4968... Generator Loss: 0.6091 Epoch 1/3... Batch 5040 Discriminator Loss: 1.1891... Generator Loss: 0.9208 Epoch 1/3... Batch 5050 Discriminator Loss: 1.3365... Generator Loss: 0.7371 Epoch 1/3... Batch 5060 Discriminator Loss: 1.2580... Generator Loss: 0.7085 Epoch 1/3... Batch 5070 Discriminator Loss: 1.2462... Generator Loss: 0.8594 Epoch 1/3... Batch 5080 Discriminator Loss: 1.4309... Generator Loss: 0.7045 Epoch 1/3... Batch 5090 Discriminator Loss: 1.6167... Generator Loss: 0.5095 Epoch 1/3... Batch 5100 Discriminator Loss: 1.4800... Generator Loss: 0.7512
Epoch 1/3... Batch 5110 Discriminator Loss: 1.4693... Generator Loss: 0.6784 Epoch 1/3... Batch 5120 Discriminator Loss: 1.4658... Generator Loss: 0.6318 Epoch 1/3... Batch 5130 Discriminator Loss: 1.4267... Generator Loss: 0.6195 Epoch 1/3... Batch 5140 Discriminator Loss: 1.3482... Generator Loss: 0.8258 Epoch 1/3... Batch 5150 Discriminator Loss: 1.5449... Generator Loss: 0.6480 Epoch 1/3... Batch 5160 Discriminator Loss: 1.2616... Generator Loss: 0.8314 Epoch 1/3... Batch 5170 Discriminator Loss: 1.4648... Generator Loss: 0.7085 Epoch 1/3... Batch 5180 Discriminator Loss: 1.4623... Generator Loss: 0.7110 Epoch 1/3... Batch 5190 Discriminator Loss: 1.3840... Generator Loss: 0.6997 Epoch 1/3... Batch 5200 Discriminator Loss: 1.3636... Generator Loss: 0.8685
Epoch 1/3... Batch 5210 Discriminator Loss: 1.5190... Generator Loss: 0.7285 Epoch 1/3... Batch 5220 Discriminator Loss: 1.3336... Generator Loss: 0.8918 Epoch 1/3... Batch 5230 Discriminator Loss: 1.3892... Generator Loss: 0.6778 Epoch 1/3... Batch 5240 Discriminator Loss: 1.4841... Generator Loss: 0.6830 Epoch 1/3... Batch 5250 Discriminator Loss: 1.3137... Generator Loss: 0.8177 Epoch 1/3... Batch 5260 Discriminator Loss: 1.3179... Generator Loss: 0.8640 Epoch 1/3... Batch 5270 Discriminator Loss: 1.3659... Generator Loss: 0.8542 Epoch 1/3... Batch 5280 Discriminator Loss: 1.4007... Generator Loss: 0.6614 Epoch 1/3... Batch 5290 Discriminator Loss: 1.4842... Generator Loss: 0.7297 Epoch 1/3... Batch 5300 Discriminator Loss: 1.4187... Generator Loss: 0.6407
Epoch 1/3... Batch 5310 Discriminator Loss: 1.4942... Generator Loss: 0.6941 Epoch 1/3... Batch 5320 Discriminator Loss: 1.4101... Generator Loss: 0.7728 Epoch 1/3... Batch 5330 Discriminator Loss: 1.3917... Generator Loss: 0.8417 Epoch 1/3... Batch 5340 Discriminator Loss: 1.3456... Generator Loss: 0.7863 Epoch 1/3... Batch 5350 Discriminator Loss: 1.3457... Generator Loss: 0.8155 Epoch 1/3... Batch 5360 Discriminator Loss: 1.3845... Generator Loss: 0.8043 Epoch 1/3... Batch 5370 Discriminator Loss: 1.3403... Generator Loss: 0.8869 Epoch 1/3... Batch 5380 Discriminator Loss: 1.4973... Generator Loss: 0.7504 Epoch 1/3... Batch 5390 Discriminator Loss: 1.4061... Generator Loss: 0.6723 Epoch 1/3... Batch 5400 Discriminator Loss: 1.4200... Generator Loss: 0.7182
Epoch 1/3... Batch 5410 Discriminator Loss: 1.3955... Generator Loss: 0.8916 Epoch 1/3... Batch 5420 Discriminator Loss: 1.2895... Generator Loss: 0.7606 Epoch 1/3... Batch 5430 Discriminator Loss: 1.5097... Generator Loss: 0.6573 Epoch 1/3... Batch 5440 Discriminator Loss: 1.5265... Generator Loss: 0.6997 Epoch 1/3... Batch 5450 Discriminator Loss: 1.4660... Generator Loss: 0.7159 Epoch 1/3... Batch 5460 Discriminator Loss: 1.5204... Generator Loss: 0.6139 Epoch 1/3... Batch 5470 Discriminator Loss: 1.3914... Generator Loss: 0.8112 Epoch 1/3... Batch 5480 Discriminator Loss: 1.4340... Generator Loss: 0.6096 Epoch 1/3... Batch 5490 Discriminator Loss: 1.3876... Generator Loss: 0.7114 Epoch 1/3... Batch 5500 Discriminator Loss: 1.5131... Generator Loss: 0.7089
Epoch 1/3... Batch 5510 Discriminator Loss: 1.3777... Generator Loss: 0.8013 Epoch 1/3... Batch 5520 Discriminator Loss: 1.5000... Generator Loss: 0.7380 Epoch 1/3... Batch 5530 Discriminator Loss: 1.4476... Generator Loss: 0.7193 Epoch 1/3... Batch 5540 Discriminator Loss: 1.3740... Generator Loss: 0.7492 Epoch 1/3... Batch 5550 Discriminator Loss: 1.4807... Generator Loss: 0.6874 Epoch 1/3... Batch 5560 Discriminator Loss: 1.3700... Generator Loss: 0.8418 Epoch 1/3... Batch 5570 Discriminator Loss: 1.4329... Generator Loss: 1.0104 Epoch 1/3... Batch 5580 Discriminator Loss: 1.4796... Generator Loss: 0.6586 Epoch 1/3... Batch 5590 Discriminator Loss: 1.3619... Generator Loss: 0.8027 Epoch 1/3... Batch 5600 Discriminator Loss: 1.4607... Generator Loss: 0.7633
Epoch 1/3... Batch 5610 Discriminator Loss: 1.4608... Generator Loss: 0.6518 Epoch 1/3... Batch 5620 Discriminator Loss: 1.5687... Generator Loss: 0.5397 Epoch 1/3... Batch 5630 Discriminator Loss: 1.4582... Generator Loss: 0.6899 Epoch 1/3... Batch 5640 Discriminator Loss: 1.3271... Generator Loss: 0.7775 Epoch 1/3... Batch 5650 Discriminator Loss: 1.5153... Generator Loss: 0.6854 Epoch 1/3... Batch 5660 Discriminator Loss: 1.5242... Generator Loss: 0.8074 Epoch 1/3... Batch 5670 Discriminator Loss: 1.3771... Generator Loss: 0.6686 Epoch 1/3... Batch 5680 Discriminator Loss: 1.4906... Generator Loss: 0.7044 Epoch 1/3... Batch 5690 Discriminator Loss: 1.5318... Generator Loss: 0.7271 Epoch 1/3... Batch 5700 Discriminator Loss: 1.4488... Generator Loss: 0.6743
Epoch 1/3... Batch 5710 Discriminator Loss: 1.4388... Generator Loss: 0.7911 Epoch 1/3... Batch 5720 Discriminator Loss: 1.3496... Generator Loss: 0.7832 Epoch 1/3... Batch 5730 Discriminator Loss: 1.4534... Generator Loss: 0.7226 Epoch 1/3... Batch 5740 Discriminator Loss: 1.5015... Generator Loss: 0.6862 Epoch 1/3... Batch 5750 Discriminator Loss: 1.4904... Generator Loss: 0.7060 Epoch 1/3... Batch 5760 Discriminator Loss: 1.3763... Generator Loss: 0.8243 Epoch 1/3... Batch 5770 Discriminator Loss: 1.4003... Generator Loss: 0.6700 Epoch 1/3... Batch 5780 Discriminator Loss: 1.4772... Generator Loss: 0.6572 Epoch 1/3... Batch 5790 Discriminator Loss: 1.3202... Generator Loss: 0.8379 Epoch 1/3... Batch 5800 Discriminator Loss: 1.6082... Generator Loss: 0.5774
Epoch 1/3... Batch 5810 Discriminator Loss: 1.3308... Generator Loss: 0.8200 Epoch 1/3... Batch 5820 Discriminator Loss: 1.4297... Generator Loss: 0.7437 Epoch 1/3... Batch 5830 Discriminator Loss: 1.3712... Generator Loss: 0.6971 Epoch 1/3... Batch 5840 Discriminator Loss: 1.4481... Generator Loss: 0.7375 Epoch 1/3... Batch 5850 Discriminator Loss: 1.3955... Generator Loss: 0.7536 Epoch 1/3... Batch 5860 Discriminator Loss: 1.4241... Generator Loss: 0.7674 Epoch 1/3... Batch 5870 Discriminator Loss: 1.3091... Generator Loss: 1.0132 Epoch 1/3... Batch 5880 Discriminator Loss: 1.3504... Generator Loss: 0.7380 Epoch 1/3... Batch 5890 Discriminator Loss: 1.4000... Generator Loss: 0.8086 Epoch 1/3... Batch 5900 Discriminator Loss: 1.3237... Generator Loss: 0.8102
Epoch 1/3... Batch 5910 Discriminator Loss: 1.3795... Generator Loss: 0.6899 Epoch 1/3... Batch 5920 Discriminator Loss: 1.4110... Generator Loss: 0.6700 Epoch 1/3... Batch 5930 Discriminator Loss: 1.4524... Generator Loss: 0.6850 Epoch 1/3... Batch 5940 Discriminator Loss: 1.3779... Generator Loss: 0.7718 Epoch 1/3... Batch 5950 Discriminator Loss: 1.5080... Generator Loss: 0.7132 Epoch 1/3... Batch 5960 Discriminator Loss: 1.4083... Generator Loss: 0.7625 Epoch 1/3... Batch 5970 Discriminator Loss: 1.4839... Generator Loss: 0.6905 Epoch 1/3... Batch 5980 Discriminator Loss: 1.4759... Generator Loss: 0.6354 Epoch 1/3... Batch 5990 Discriminator Loss: 1.4323... Generator Loss: 0.6760 Epoch 1/3... Batch 6000 Discriminator Loss: 1.4371... Generator Loss: 0.6391
Epoch 1/3... Batch 6010 Discriminator Loss: 1.4178... Generator Loss: 0.7861 Epoch 1/3... Batch 6020 Discriminator Loss: 1.3715... Generator Loss: 0.7677 Epoch 1/3... Batch 6030 Discriminator Loss: 1.4187... Generator Loss: 0.7705 Epoch 1/3... Batch 6040 Discriminator Loss: 1.3873... Generator Loss: 0.7050 Epoch 1/3... Batch 6050 Discriminator Loss: 1.5464... Generator Loss: 0.6143 Epoch 1/3... Batch 6060 Discriminator Loss: 1.3315... Generator Loss: 0.8033 Epoch 1/3... Batch 6070 Discriminator Loss: 1.4550... Generator Loss: 0.7327 Epoch 1/3... Batch 6080 Discriminator Loss: 1.5113... Generator Loss: 0.5965 Epoch 1/3... Batch 6090 Discriminator Loss: 1.4536... Generator Loss: 0.6717 Epoch 1/3... Batch 6100 Discriminator Loss: 1.3886... Generator Loss: 0.7332
Epoch 1/3... Batch 6110 Discriminator Loss: 1.5661... Generator Loss: 0.5643 Epoch 1/3... Batch 6120 Discriminator Loss: 1.4478... Generator Loss: 0.6623 Epoch 1/3... Batch 6130 Discriminator Loss: 1.3473... Generator Loss: 0.8463 Epoch 1/3... Batch 6140 Discriminator Loss: 1.4550... Generator Loss: 0.7704 Epoch 1/3... Batch 6150 Discriminator Loss: 1.4107... Generator Loss: 0.7923 Epoch 1/3... Batch 6160 Discriminator Loss: 1.3258... Generator Loss: 0.7970 Epoch 1/3... Batch 6170 Discriminator Loss: 1.4088... Generator Loss: 0.7046 Epoch 1/3... Batch 6180 Discriminator Loss: 1.3727... Generator Loss: 0.8755 Epoch 1/3... Batch 6190 Discriminator Loss: 1.3899... Generator Loss: 0.8098 Epoch 1/3... Batch 6200 Discriminator Loss: 1.3801... Generator Loss: 0.7408
Epoch 1/3... Batch 6210 Discriminator Loss: 1.3593... Generator Loss: 0.7074 Epoch 1/3... Batch 6220 Discriminator Loss: 1.4392... Generator Loss: 0.6311 Epoch 1/3... Batch 6230 Discriminator Loss: 1.3345... Generator Loss: 0.7976 Epoch 1/3... Batch 6240 Discriminator Loss: 1.3880... Generator Loss: 0.7229 Epoch 1/3... Batch 6250 Discriminator Loss: 1.4110... Generator Loss: 0.7474 Epoch 1/3... Batch 6260 Discriminator Loss: 1.4060... Generator Loss: 0.6917 Epoch 1/3... Batch 6270 Discriminator Loss: 1.4091... Generator Loss: 0.7299 Epoch 1/3... Batch 6280 Discriminator Loss: 1.3473... Generator Loss: 0.8867 Epoch 1/3... Batch 6290 Discriminator Loss: 1.3850... Generator Loss: 0.7647 Epoch 1/3... Batch 6300 Discriminator Loss: 1.4437... Generator Loss: 0.6375
Epoch 1/3... Batch 6310 Discriminator Loss: 1.4146... Generator Loss: 0.8926 Epoch 1/3... Batch 6320 Discriminator Loss: 1.4419... Generator Loss: 0.7259 Epoch 1/3... Batch 6330 Discriminator Loss: 1.3924... Generator Loss: 0.6832 Epoch 2/3... Batch 10 Discriminator Loss: 1.4935... Generator Loss: 0.6002 Epoch 2/3... Batch 20 Discriminator Loss: 1.3683... Generator Loss: 0.8291 Epoch 2/3... Batch 30 Discriminator Loss: 1.3791... Generator Loss: 0.7587 Epoch 2/3... Batch 40 Discriminator Loss: 1.3912... Generator Loss: 0.8409 Epoch 2/3... Batch 50 Discriminator Loss: 1.4904... Generator Loss: 0.6805 Epoch 2/3... Batch 60 Discriminator Loss: 1.3527... Generator Loss: 0.9177 Epoch 2/3... Batch 70 Discriminator Loss: 1.4675... Generator Loss: 0.7577 Epoch 2/3... Batch 80 Discriminator Loss: 1.3662... Generator Loss: 0.6715 Epoch 2/3... Batch 90 Discriminator Loss: 1.4008... Generator Loss: 0.7501 Epoch 2/3... Batch 100 Discriminator Loss: 1.4462... Generator Loss: 0.6400
Epoch 2/3... Batch 110 Discriminator Loss: 1.3019... Generator Loss: 0.8601 Epoch 2/3... Batch 120 Discriminator Loss: 1.4987... Generator Loss: 0.7387 Epoch 2/3... Batch 130 Discriminator Loss: 1.4540... Generator Loss: 0.6574 Epoch 2/3... Batch 140 Discriminator Loss: 1.3441... Generator Loss: 0.7220 Epoch 2/3... Batch 150 Discriminator Loss: 1.4991... Generator Loss: 0.6426 Epoch 2/3... Batch 160 Discriminator Loss: 1.4904... Generator Loss: 0.6507 Epoch 2/3... Batch 170 Discriminator Loss: 1.4573... Generator Loss: 0.7422 Epoch 2/3... Batch 180 Discriminator Loss: 1.3804... Generator Loss: 0.7108 Epoch 2/3... Batch 190 Discriminator Loss: 1.3956... Generator Loss: 0.7220 Epoch 2/3... Batch 200 Discriminator Loss: 1.5104... Generator Loss: 0.6854
Epoch 2/3... Batch 210 Discriminator Loss: 1.4365... Generator Loss: 0.7085 Epoch 2/3... Batch 220 Discriminator Loss: 1.4014... Generator Loss: 0.7660 Epoch 2/3... Batch 230 Discriminator Loss: 1.4330... Generator Loss: 0.6840 Epoch 2/3... Batch 240 Discriminator Loss: 1.5352... Generator Loss: 0.6671 Epoch 2/3... Batch 250 Discriminator Loss: 1.2306... Generator Loss: 0.9197 Epoch 2/3... Batch 260 Discriminator Loss: 1.4087... Generator Loss: 0.7126 Epoch 2/3... Batch 270 Discriminator Loss: 1.4096... Generator Loss: 0.8023 Epoch 2/3... Batch 280 Discriminator Loss: 1.4147... Generator Loss: 0.6154 Epoch 2/3... Batch 290 Discriminator Loss: 1.3965... Generator Loss: 0.7921 Epoch 2/3... Batch 300 Discriminator Loss: 1.2221... Generator Loss: 1.0735
Epoch 2/3... Batch 310 Discriminator Loss: 1.3937... Generator Loss: 0.7461 Epoch 2/3... Batch 320 Discriminator Loss: 1.4792... Generator Loss: 0.5003 Epoch 2/3... Batch 330 Discriminator Loss: 1.4856... Generator Loss: 0.7043 Epoch 2/3... Batch 340 Discriminator Loss: 1.5371... Generator Loss: 0.7964 Epoch 2/3... Batch 350 Discriminator Loss: 1.3587... Generator Loss: 0.7245 Epoch 2/3... Batch 360 Discriminator Loss: 1.3891... Generator Loss: 0.6873 Epoch 2/3... Batch 370 Discriminator Loss: 1.5709... Generator Loss: 0.5765 Epoch 2/3... Batch 380 Discriminator Loss: 1.3273... Generator Loss: 0.7166 Epoch 2/3... Batch 390 Discriminator Loss: 1.4025... Generator Loss: 0.7364 Epoch 2/3... Batch 400 Discriminator Loss: 1.3161... Generator Loss: 0.9043
Epoch 2/3... Batch 410 Discriminator Loss: 1.4178... Generator Loss: 0.6365 Epoch 2/3... Batch 420 Discriminator Loss: 1.4919... Generator Loss: 0.6878 Epoch 2/3... Batch 430 Discriminator Loss: 1.3732... Generator Loss: 0.6470 Epoch 2/3... Batch 440 Discriminator Loss: 1.2835... Generator Loss: 0.9346 Epoch 2/3... Batch 450 Discriminator Loss: 1.2571... Generator Loss: 0.8173 Epoch 2/3... Batch 460 Discriminator Loss: 1.4177... Generator Loss: 0.6950 Epoch 2/3... Batch 470 Discriminator Loss: 1.5167... Generator Loss: 0.5753 Epoch 2/3... Batch 480 Discriminator Loss: 1.3735... Generator Loss: 0.9825 Epoch 2/3... Batch 490 Discriminator Loss: 1.3878... Generator Loss: 0.8825 Epoch 2/3... Batch 500 Discriminator Loss: 1.4733... Generator Loss: 0.8012
Epoch 2/3... Batch 510 Discriminator Loss: 1.2960... Generator Loss: 0.7719 Epoch 2/3... Batch 520 Discriminator Loss: 1.4354... Generator Loss: 0.6799 Epoch 2/3... Batch 530 Discriminator Loss: 1.3498... Generator Loss: 0.7672 Epoch 2/3... Batch 540 Discriminator Loss: 1.4013... Generator Loss: 0.7380 Epoch 2/3... Batch 550 Discriminator Loss: 1.4186... Generator Loss: 0.7419 Epoch 2/3... Batch 560 Discriminator Loss: 1.5109... Generator Loss: 0.6858 Epoch 2/3... Batch 570 Discriminator Loss: 1.3855... Generator Loss: 0.7919 Epoch 2/3... Batch 580 Discriminator Loss: 1.2639... Generator Loss: 0.8594 Epoch 2/3... Batch 590 Discriminator Loss: 1.4737... Generator Loss: 0.7359 Epoch 2/3... Batch 600 Discriminator Loss: 1.5204... Generator Loss: 0.7591
Epoch 2/3... Batch 610 Discriminator Loss: 1.3828... Generator Loss: 0.8109 Epoch 2/3... Batch 620 Discriminator Loss: 1.3246... Generator Loss: 0.8829 Epoch 2/3... Batch 630 Discriminator Loss: 1.4651... Generator Loss: 0.6741 Epoch 2/3... Batch 640 Discriminator Loss: 1.4470... Generator Loss: 0.7422 Epoch 2/3... Batch 650 Discriminator Loss: 1.3826... Generator Loss: 0.8023 Epoch 2/3... Batch 660 Discriminator Loss: 1.4657... Generator Loss: 0.8157 Epoch 2/3... Batch 670 Discriminator Loss: 1.4296... Generator Loss: 0.7070 Epoch 2/3... Batch 680 Discriminator Loss: 1.3956... Generator Loss: 0.7240 Epoch 2/3... Batch 690 Discriminator Loss: 1.3421... Generator Loss: 0.9195 Epoch 2/3... Batch 700 Discriminator Loss: 1.4603... Generator Loss: 0.9155
Epoch 2/3... Batch 710 Discriminator Loss: 1.4875... Generator Loss: 0.7016 Epoch 2/3... Batch 720 Discriminator Loss: 1.3499... Generator Loss: 0.9047 Epoch 2/3... Batch 730 Discriminator Loss: 1.4076... Generator Loss: 0.8035 Epoch 2/3... Batch 740 Discriminator Loss: 1.3248... Generator Loss: 0.8816 Epoch 2/3... Batch 750 Discriminator Loss: 1.3408... Generator Loss: 0.8076 Epoch 2/3... Batch 760 Discriminator Loss: 1.4030... Generator Loss: 0.7012 Epoch 2/3... Batch 770 Discriminator Loss: 1.3908... Generator Loss: 0.7414 Epoch 2/3... Batch 780 Discriminator Loss: 1.4029... Generator Loss: 0.7484 Epoch 2/3... Batch 790 Discriminator Loss: 1.3672... Generator Loss: 0.7565 Epoch 2/3... Batch 800 Discriminator Loss: 1.4531... Generator Loss: 0.7413
Epoch 2/3... Batch 810 Discriminator Loss: 1.4840... Generator Loss: 0.6851 Epoch 2/3... Batch 820 Discriminator Loss: 1.4003... Generator Loss: 0.7172 Epoch 2/3... Batch 830 Discriminator Loss: 1.5018... Generator Loss: 0.7326 Epoch 2/3... Batch 840 Discriminator Loss: 1.4127... Generator Loss: 0.8207 Epoch 2/3... Batch 850 Discriminator Loss: 1.2629... Generator Loss: 0.9191 Epoch 2/3... Batch 860 Discriminator Loss: 1.3086... Generator Loss: 0.8427 Epoch 2/3... Batch 870 Discriminator Loss: 1.3667... Generator Loss: 0.6568 Epoch 2/3... Batch 880 Discriminator Loss: 1.3690... Generator Loss: 0.7527 Epoch 2/3... Batch 890 Discriminator Loss: 1.2800... Generator Loss: 0.8699 Epoch 2/3... Batch 900 Discriminator Loss: 1.4629... Generator Loss: 0.6536
Epoch 2/3... Batch 910 Discriminator Loss: 1.4480... Generator Loss: 0.7450 Epoch 2/3... Batch 920 Discriminator Loss: 1.4671... Generator Loss: 0.6407 Epoch 2/3... Batch 930 Discriminator Loss: 1.4417... Generator Loss: 0.6655 Epoch 2/3... Batch 940 Discriminator Loss: 1.3967... Generator Loss: 0.8590 Epoch 2/3... Batch 950 Discriminator Loss: 1.3067... Generator Loss: 0.8296 Epoch 2/3... Batch 960 Discriminator Loss: 1.4537... Generator Loss: 0.6726 Epoch 2/3... Batch 970 Discriminator Loss: 1.4574... Generator Loss: 0.6670 Epoch 2/3... Batch 980 Discriminator Loss: 1.4693... Generator Loss: 0.6946 Epoch 2/3... Batch 990 Discriminator Loss: 1.4328... Generator Loss: 0.7458 Epoch 2/3... Batch 1000 Discriminator Loss: 1.3403... Generator Loss: 0.8195
Epoch 2/3... Batch 1010 Discriminator Loss: 1.3828... Generator Loss: 0.7489 Epoch 2/3... Batch 1020 Discriminator Loss: 1.5845... Generator Loss: 0.6454 Epoch 2/3... Batch 1030 Discriminator Loss: 1.3379... Generator Loss: 0.8446 Epoch 2/3... Batch 1040 Discriminator Loss: 1.2968... Generator Loss: 0.8443 Epoch 2/3... Batch 1050 Discriminator Loss: 1.3467... Generator Loss: 0.7500 Epoch 2/3... Batch 1060 Discriminator Loss: 1.4106... Generator Loss: 0.7702 Epoch 2/3... Batch 1070 Discriminator Loss: 1.3455... Generator Loss: 0.7313 Epoch 2/3... Batch 1080 Discriminator Loss: 1.4270... Generator Loss: 0.7033 Epoch 2/3... Batch 1090 Discriminator Loss: 1.5063... Generator Loss: 0.6701 Epoch 2/3... Batch 1100 Discriminator Loss: 1.3504... Generator Loss: 0.7594
Epoch 2/3... Batch 1110 Discriminator Loss: 1.4914... Generator Loss: 0.7303 Epoch 2/3... Batch 1120 Discriminator Loss: 1.3682... Generator Loss: 0.8156 Epoch 2/3... Batch 1130 Discriminator Loss: 1.3383... Generator Loss: 0.8137 Epoch 2/3... Batch 1140 Discriminator Loss: 1.5229... Generator Loss: 0.7424 Epoch 2/3... Batch 1150 Discriminator Loss: 1.4152... Generator Loss: 0.7239 Epoch 2/3... Batch 1160 Discriminator Loss: 1.3688... Generator Loss: 0.7039 Epoch 2/3... Batch 1170 Discriminator Loss: 1.3739... Generator Loss: 0.7424 Epoch 2/3... Batch 1180 Discriminator Loss: 1.4434... Generator Loss: 0.7436 Epoch 2/3... Batch 1190 Discriminator Loss: 1.3584... Generator Loss: 0.6766 Epoch 2/3... Batch 1200 Discriminator Loss: 1.3819... Generator Loss: 0.6716
Epoch 2/3... Batch 1210 Discriminator Loss: 1.4346... Generator Loss: 0.7083 Epoch 2/3... Batch 1220 Discriminator Loss: 1.4759... Generator Loss: 0.7168 Epoch 2/3... Batch 1230 Discriminator Loss: 1.4261... Generator Loss: 0.6595 Epoch 2/3... Batch 1240 Discriminator Loss: 1.5023... Generator Loss: 0.6685 Epoch 2/3... Batch 1250 Discriminator Loss: 1.4244... Generator Loss: 0.7110 Epoch 2/3... Batch 1260 Discriminator Loss: 1.5019... Generator Loss: 0.7557 Epoch 2/3... Batch 1270 Discriminator Loss: 1.4442... Generator Loss: 0.7535 Epoch 2/3... Batch 1280 Discriminator Loss: 1.3665... Generator Loss: 0.8321 Epoch 2/3... Batch 1290 Discriminator Loss: 1.3812... Generator Loss: 0.7623 Epoch 2/3... Batch 1300 Discriminator Loss: 1.4063... Generator Loss: 0.6841
Epoch 2/3... Batch 1310 Discriminator Loss: 1.3725... Generator Loss: 0.8316 Epoch 2/3... Batch 1320 Discriminator Loss: 1.3134... Generator Loss: 0.7323 Epoch 2/3... Batch 1330 Discriminator Loss: 1.3623... Generator Loss: 0.8634 Epoch 2/3... Batch 1340 Discriminator Loss: 1.4887... Generator Loss: 0.7383 Epoch 2/3... Batch 1350 Discriminator Loss: 1.3948... Generator Loss: 0.8019 Epoch 2/3... Batch 1360 Discriminator Loss: 1.3039... Generator Loss: 0.7969 Epoch 2/3... Batch 1370 Discriminator Loss: 1.3680... Generator Loss: 0.7501 Epoch 2/3... Batch 1380 Discriminator Loss: 1.3981... Generator Loss: 0.7996 Epoch 2/3... Batch 1390 Discriminator Loss: 1.4260... Generator Loss: 0.8410 Epoch 2/3... Batch 1400 Discriminator Loss: 1.4730... Generator Loss: 0.6625
Epoch 2/3... Batch 1410 Discriminator Loss: 1.3098... Generator Loss: 0.8181 Epoch 2/3... Batch 1420 Discriminator Loss: 1.4651... Generator Loss: 0.7789 Epoch 2/3... Batch 1430 Discriminator Loss: 1.4905... Generator Loss: 0.8022 Epoch 2/3... Batch 1440 Discriminator Loss: 1.4891... Generator Loss: 0.7442 Epoch 2/3... Batch 1450 Discriminator Loss: 1.4274... Generator Loss: 0.7557 Epoch 2/3... Batch 1460 Discriminator Loss: 1.4714... Generator Loss: 0.7374 Epoch 2/3... Batch 1470 Discriminator Loss: 1.4862... Generator Loss: 0.6726 Epoch 2/3... Batch 1480 Discriminator Loss: 1.3915... Generator Loss: 0.8259 Epoch 2/3... Batch 1490 Discriminator Loss: 1.4277... Generator Loss: 0.7238 Epoch 2/3... Batch 1500 Discriminator Loss: 1.3968... Generator Loss: 0.7923
Epoch 2/3... Batch 1510 Discriminator Loss: 1.7859... Generator Loss: 0.4438 Epoch 2/3... Batch 1520 Discriminator Loss: 1.4041... Generator Loss: 0.6795 Epoch 2/3... Batch 1530 Discriminator Loss: 1.3799... Generator Loss: 0.7790 Epoch 2/3... Batch 1540 Discriminator Loss: 1.4094... Generator Loss: 0.6970 Epoch 2/3... Batch 1550 Discriminator Loss: 1.3767... Generator Loss: 0.8403 Epoch 2/3... Batch 1560 Discriminator Loss: 1.3760... Generator Loss: 0.8103 Epoch 2/3... Batch 1570 Discriminator Loss: 1.3598... Generator Loss: 0.7640 Epoch 2/3... Batch 1580 Discriminator Loss: 1.3989... Generator Loss: 0.7277 Epoch 2/3... Batch 1590 Discriminator Loss: 1.4302... Generator Loss: 0.7882 Epoch 2/3... Batch 1600 Discriminator Loss: 1.4953... Generator Loss: 0.6165
Epoch 2/3... Batch 1610 Discriminator Loss: 1.4054... Generator Loss: 0.7745 Epoch 2/3... Batch 1620 Discriminator Loss: 1.5130... Generator Loss: 0.6312 Epoch 2/3... Batch 1630 Discriminator Loss: 1.3645... Generator Loss: 0.9039 Epoch 2/3... Batch 1640 Discriminator Loss: 1.3705... Generator Loss: 0.7970 Epoch 2/3... Batch 1650 Discriminator Loss: 1.2740... Generator Loss: 0.8110 Epoch 2/3... Batch 1660 Discriminator Loss: 1.3729... Generator Loss: 0.7388 Epoch 2/3... Batch 1670 Discriminator Loss: 1.3358... Generator Loss: 0.7752 Epoch 2/3... Batch 1680 Discriminator Loss: 1.4483... Generator Loss: 0.6942 Epoch 2/3... Batch 1690 Discriminator Loss: 1.4042... Generator Loss: 0.7324 Epoch 2/3... Batch 1700 Discriminator Loss: 1.4646... Generator Loss: 0.7384
Epoch 2/3... Batch 1710 Discriminator Loss: 1.4248... Generator Loss: 0.7791 Epoch 2/3... Batch 1720 Discriminator Loss: 1.4479... Generator Loss: 0.7045 Epoch 2/3... Batch 1730 Discriminator Loss: 1.4259... Generator Loss: 0.8333 Epoch 2/3... Batch 1740 Discriminator Loss: 1.4057... Generator Loss: 0.8052 Epoch 2/3... Batch 1750 Discriminator Loss: 1.3464... Generator Loss: 0.8818 Epoch 2/3... Batch 1760 Discriminator Loss: 1.3807... Generator Loss: 0.7880 Epoch 2/3... Batch 1770 Discriminator Loss: 1.3858... Generator Loss: 0.7151 Epoch 2/3... Batch 1780 Discriminator Loss: 1.3910... Generator Loss: 0.6762 Epoch 2/3... Batch 1790 Discriminator Loss: 1.5999... Generator Loss: 0.5798 Epoch 2/3... Batch 1800 Discriminator Loss: 1.3162... Generator Loss: 0.8357
Epoch 2/3... Batch 1810 Discriminator Loss: 1.4585... Generator Loss: 0.7756 Epoch 2/3... Batch 1820 Discriminator Loss: 1.5491... Generator Loss: 0.7146 Epoch 2/3... Batch 1830 Discriminator Loss: 1.3733... Generator Loss: 0.7585 Epoch 2/3... Batch 1840 Discriminator Loss: 1.4546... Generator Loss: 0.6872 Epoch 2/3... Batch 1850 Discriminator Loss: 1.4167... Generator Loss: 0.7771 Epoch 2/3... Batch 1860 Discriminator Loss: 1.3763... Generator Loss: 0.7680 Epoch 2/3... Batch 1870 Discriminator Loss: 1.3582... Generator Loss: 0.7180 Epoch 2/3... Batch 1880 Discriminator Loss: 1.3938... Generator Loss: 0.8752 Epoch 2/3... Batch 1890 Discriminator Loss: 1.4244... Generator Loss: 0.6605 Epoch 2/3... Batch 1900 Discriminator Loss: 1.3802... Generator Loss: 0.8116
Epoch 2/3... Batch 1910 Discriminator Loss: 1.4497... Generator Loss: 0.7776 Epoch 2/3... Batch 1920 Discriminator Loss: 1.5027... Generator Loss: 0.6784 Epoch 2/3... Batch 1930 Discriminator Loss: 1.4460... Generator Loss: 0.7871 Epoch 2/3... Batch 1940 Discriminator Loss: 1.3392... Generator Loss: 0.7879 Epoch 2/3... Batch 1950 Discriminator Loss: 1.4621... Generator Loss: 0.6434 Epoch 2/3... Batch 1960 Discriminator Loss: 1.4395... Generator Loss: 0.7175 Epoch 2/3... Batch 1970 Discriminator Loss: 1.3166... Generator Loss: 0.9093 Epoch 2/3... Batch 1980 Discriminator Loss: 1.3737... Generator Loss: 0.7848 Epoch 2/3... Batch 1990 Discriminator Loss: 1.4419... Generator Loss: 0.8213 Epoch 2/3... Batch 2000 Discriminator Loss: 1.4627... Generator Loss: 0.7342
Epoch 2/3... Batch 2010 Discriminator Loss: 1.4955... Generator Loss: 0.7190 Epoch 2/3... Batch 2020 Discriminator Loss: 1.2791... Generator Loss: 0.8234 Epoch 2/3... Batch 2030 Discriminator Loss: 1.3953... Generator Loss: 0.7701 Epoch 2/3... Batch 2040 Discriminator Loss: 1.4111... Generator Loss: 0.7933 Epoch 2/3... Batch 2050 Discriminator Loss: 1.4320... Generator Loss: 0.6984 Epoch 2/3... Batch 2060 Discriminator Loss: 1.4044... Generator Loss: 0.7583 Epoch 2/3... Batch 2070 Discriminator Loss: 1.4261... Generator Loss: 0.8640 Epoch 2/3... Batch 2080 Discriminator Loss: 1.3965... Generator Loss: 0.7150 Epoch 2/3... Batch 2090 Discriminator Loss: 1.4832... Generator Loss: 0.7238 Epoch 2/3... Batch 2100 Discriminator Loss: 1.4000... Generator Loss: 0.6322
Epoch 2/3... Batch 2110 Discriminator Loss: 1.5226... Generator Loss: 0.7312 Epoch 2/3... Batch 2120 Discriminator Loss: 1.4511... Generator Loss: 0.7523 Epoch 2/3... Batch 2130 Discriminator Loss: 1.3280... Generator Loss: 0.8995 Epoch 2/3... Batch 2140 Discriminator Loss: 1.4070... Generator Loss: 0.7254 Epoch 2/3... Batch 2150 Discriminator Loss: 1.3953... Generator Loss: 0.7285 Epoch 2/3... Batch 2160 Discriminator Loss: 1.4885... Generator Loss: 0.7702 Epoch 2/3... Batch 2170 Discriminator Loss: 1.3719... Generator Loss: 0.9129 Epoch 2/3... Batch 2180 Discriminator Loss: 1.3812... Generator Loss: 0.8026 Epoch 2/3... Batch 2190 Discriminator Loss: 1.5204... Generator Loss: 0.7284 Epoch 2/3... Batch 2200 Discriminator Loss: 1.4186... Generator Loss: 0.7740
Epoch 2/3... Batch 2210 Discriminator Loss: 1.2988... Generator Loss: 0.8786 Epoch 2/3... Batch 2220 Discriminator Loss: 1.4180... Generator Loss: 0.6991 Epoch 2/3... Batch 2230 Discriminator Loss: 1.4756... Generator Loss: 0.6667 Epoch 2/3... Batch 2240 Discriminator Loss: 1.4227... Generator Loss: 0.6418 Epoch 2/3... Batch 2250 Discriminator Loss: 1.4501... Generator Loss: 0.7369 Epoch 2/3... Batch 2260 Discriminator Loss: 1.4337... Generator Loss: 0.6222 Epoch 2/3... Batch 2270 Discriminator Loss: 1.3201... Generator Loss: 0.9212 Epoch 2/3... Batch 2280 Discriminator Loss: 1.4757... Generator Loss: 0.7316 Epoch 2/3... Batch 2290 Discriminator Loss: 1.4796... Generator Loss: 0.7853 Epoch 2/3... Batch 2300 Discriminator Loss: 1.3558... Generator Loss: 0.8317
Epoch 2/3... Batch 2310 Discriminator Loss: 1.4397... Generator Loss: 0.7305 Epoch 2/3... Batch 2320 Discriminator Loss: 1.4274... Generator Loss: 0.7754 Epoch 2/3... Batch 2330 Discriminator Loss: 1.3738... Generator Loss: 0.7649 Epoch 2/3... Batch 2340 Discriminator Loss: 1.4100... Generator Loss: 0.7594 Epoch 2/3... Batch 2350 Discriminator Loss: 1.4731... Generator Loss: 0.6762 Epoch 2/3... Batch 2360 Discriminator Loss: 1.4681... Generator Loss: 0.7077 Epoch 2/3... Batch 2370 Discriminator Loss: 1.4980... Generator Loss: 0.7811 Epoch 2/3... Batch 2380 Discriminator Loss: 1.4201... Generator Loss: 0.7774 Epoch 2/3... Batch 2390 Discriminator Loss: 1.4877... Generator Loss: 0.6246 Epoch 2/3... Batch 2400 Discriminator Loss: 1.3193... Generator Loss: 0.7778
Epoch 2/3... Batch 2410 Discriminator Loss: 1.4219... Generator Loss: 0.7670 Epoch 2/3... Batch 2420 Discriminator Loss: 1.3857... Generator Loss: 0.8311 Epoch 2/3... Batch 2430 Discriminator Loss: 1.3624... Generator Loss: 0.6950 Epoch 2/3... Batch 2440 Discriminator Loss: 1.4453... Generator Loss: 0.7012 Epoch 2/3... Batch 2450 Discriminator Loss: 1.4055... Generator Loss: 0.7925 Epoch 2/3... Batch 2460 Discriminator Loss: 1.3551... Generator Loss: 0.7155 Epoch 2/3... Batch 2470 Discriminator Loss: 1.3721... Generator Loss: 0.7395 Epoch 2/3... Batch 2480 Discriminator Loss: 1.4573... Generator Loss: 0.6575 Epoch 2/3... Batch 2490 Discriminator Loss: 1.4924... Generator Loss: 0.7065 Epoch 2/3... Batch 2500 Discriminator Loss: 1.4548... Generator Loss: 0.7619
Epoch 2/3... Batch 2510 Discriminator Loss: 1.3735... Generator Loss: 0.7933 Epoch 2/3... Batch 2520 Discriminator Loss: 1.4773... Generator Loss: 0.7380 Epoch 2/3... Batch 2530 Discriminator Loss: 1.3378... Generator Loss: 0.7786 Epoch 2/3... Batch 2540 Discriminator Loss: 1.4597... Generator Loss: 0.7853 Epoch 2/3... Batch 2550 Discriminator Loss: 1.3513... Generator Loss: 0.7881 Epoch 2/3... Batch 2560 Discriminator Loss: 1.4023... Generator Loss: 0.7666 Epoch 2/3... Batch 2570 Discriminator Loss: 1.3338... Generator Loss: 0.8074 Epoch 2/3... Batch 2580 Discriminator Loss: 1.3855... Generator Loss: 0.7656 Epoch 2/3... Batch 2590 Discriminator Loss: 1.5218... Generator Loss: 0.7706 Epoch 2/3... Batch 2600 Discriminator Loss: 1.3764... Generator Loss: 0.7106
Epoch 2/3... Batch 2610 Discriminator Loss: 1.4297... Generator Loss: 0.7188 Epoch 2/3... Batch 2620 Discriminator Loss: 1.3885... Generator Loss: 0.8259 Epoch 2/3... Batch 2630 Discriminator Loss: 1.2752... Generator Loss: 0.9103 Epoch 2/3... Batch 2640 Discriminator Loss: 1.3291... Generator Loss: 0.7501 Epoch 2/3... Batch 2650 Discriminator Loss: 1.3619... Generator Loss: 0.8104 Epoch 2/3... Batch 2660 Discriminator Loss: 1.4312... Generator Loss: 0.8621 Epoch 2/3... Batch 2670 Discriminator Loss: 1.4036... Generator Loss: 0.7052 Epoch 2/3... Batch 2680 Discriminator Loss: 1.3335... Generator Loss: 0.7011 Epoch 2/3... Batch 2690 Discriminator Loss: 1.3960... Generator Loss: 0.7199 Epoch 2/3... Batch 2700 Discriminator Loss: 1.3906... Generator Loss: 0.7150
Epoch 2/3... Batch 2710 Discriminator Loss: 1.3891... Generator Loss: 0.7415 Epoch 2/3... Batch 2720 Discriminator Loss: 1.2681... Generator Loss: 0.7907 Epoch 2/3... Batch 2730 Discriminator Loss: 1.5182... Generator Loss: 0.6900 Epoch 2/3... Batch 2740 Discriminator Loss: 1.5461... Generator Loss: 0.6567 Epoch 2/3... Batch 2750 Discriminator Loss: 1.3052... Generator Loss: 0.8188 Epoch 2/3... Batch 2760 Discriminator Loss: 1.4509... Generator Loss: 0.7500 Epoch 2/3... Batch 2770 Discriminator Loss: 1.2951... Generator Loss: 0.7676 Epoch 2/3... Batch 2780 Discriminator Loss: 1.4871... Generator Loss: 0.7386 Epoch 2/3... Batch 2790 Discriminator Loss: 1.3613... Generator Loss: 0.7060 Epoch 2/3... Batch 2800 Discriminator Loss: 1.4779... Generator Loss: 0.7885
Epoch 2/3... Batch 2810 Discriminator Loss: 1.4002... Generator Loss: 0.7525 Epoch 2/3... Batch 2820 Discriminator Loss: 1.4277... Generator Loss: 0.7600 Epoch 2/3... Batch 2830 Discriminator Loss: 1.3879... Generator Loss: 0.7418 Epoch 2/3... Batch 2840 Discriminator Loss: 1.3577... Generator Loss: 0.7746 Epoch 2/3... Batch 2850 Discriminator Loss: 1.3875... Generator Loss: 0.7278 Epoch 2/3... Batch 2860 Discriminator Loss: 1.3167... Generator Loss: 0.8173 Epoch 2/3... Batch 2870 Discriminator Loss: 1.4145... Generator Loss: 0.8109 Epoch 2/3... Batch 2880 Discriminator Loss: 1.3901... Generator Loss: 0.7970 Epoch 2/3... Batch 2890 Discriminator Loss: 1.4118... Generator Loss: 0.6544 Epoch 2/3... Batch 2900 Discriminator Loss: 1.3832... Generator Loss: 0.7583
Epoch 2/3... Batch 2910 Discriminator Loss: 1.3838... Generator Loss: 0.7806 Epoch 2/3... Batch 2920 Discriminator Loss: 1.4186... Generator Loss: 0.7759 Epoch 2/3... Batch 2930 Discriminator Loss: 1.4343... Generator Loss: 0.7344 Epoch 2/3... Batch 2940 Discriminator Loss: 1.3619... Generator Loss: 0.7662 Epoch 2/3... Batch 2950 Discriminator Loss: 1.3786... Generator Loss: 0.8360 Epoch 2/3... Batch 2960 Discriminator Loss: 1.4273... Generator Loss: 0.8165 Epoch 2/3... Batch 2970 Discriminator Loss: 1.3742... Generator Loss: 0.7523 Epoch 2/3... Batch 2980 Discriminator Loss: 1.3902... Generator Loss: 0.7556 Epoch 2/3... Batch 2990 Discriminator Loss: 1.3787... Generator Loss: 0.7474 Epoch 2/3... Batch 3000 Discriminator Loss: 1.4154... Generator Loss: 0.6893
Epoch 2/3... Batch 3010 Discriminator Loss: 1.4801... Generator Loss: 0.6895 Epoch 2/3... Batch 3020 Discriminator Loss: 1.4060... Generator Loss: 0.7663 Epoch 2/3... Batch 3030 Discriminator Loss: 1.4681... Generator Loss: 0.7000 Epoch 2/3... Batch 3040 Discriminator Loss: 1.4156... Generator Loss: 0.7725 Epoch 2/3... Batch 3050 Discriminator Loss: 1.4517... Generator Loss: 0.7833 Epoch 2/3... Batch 3060 Discriminator Loss: 1.4137... Generator Loss: 0.7307 Epoch 2/3... Batch 3070 Discriminator Loss: 1.4041... Generator Loss: 0.7539 Epoch 2/3... Batch 3080 Discriminator Loss: 1.2850... Generator Loss: 0.8336 Epoch 2/3... Batch 3090 Discriminator Loss: 1.3964... Generator Loss: 0.7718 Epoch 2/3... Batch 3100 Discriminator Loss: 1.5431... Generator Loss: 0.6061
Epoch 2/3... Batch 3110 Discriminator Loss: 1.4398... Generator Loss: 0.6839 Epoch 2/3... Batch 3120 Discriminator Loss: 1.3458... Generator Loss: 0.8346 Epoch 2/3... Batch 3130 Discriminator Loss: 1.3345... Generator Loss: 0.8660 Epoch 2/3... Batch 3140 Discriminator Loss: 1.3138... Generator Loss: 0.8610 Epoch 2/3... Batch 3150 Discriminator Loss: 1.4372... Generator Loss: 0.7479 Epoch 2/3... Batch 3160 Discriminator Loss: 1.2709... Generator Loss: 0.8372 Epoch 2/3... Batch 3170 Discriminator Loss: 1.4244... Generator Loss: 0.7915 Epoch 2/3... Batch 3180 Discriminator Loss: 1.3823... Generator Loss: 0.8096 Epoch 2/3... Batch 3190 Discriminator Loss: 1.5442... Generator Loss: 0.5713 Epoch 2/3... Batch 3200 Discriminator Loss: 1.4738... Generator Loss: 0.5982
Epoch 2/3... Batch 3210 Discriminator Loss: 1.4005... Generator Loss: 0.7824 Epoch 2/3... Batch 3220 Discriminator Loss: 1.4391... Generator Loss: 0.8150 Epoch 2/3... Batch 3230 Discriminator Loss: 1.3424... Generator Loss: 0.7823 Epoch 2/3... Batch 3240 Discriminator Loss: 1.4061... Generator Loss: 0.7866 Epoch 2/3... Batch 3250 Discriminator Loss: 1.2620... Generator Loss: 0.8356 Epoch 2/3... Batch 3260 Discriminator Loss: 1.3403... Generator Loss: 0.7703 Epoch 2/3... Batch 3270 Discriminator Loss: 1.3868... Generator Loss: 0.7862 Epoch 2/3... Batch 3280 Discriminator Loss: 1.4051... Generator Loss: 0.7159 Epoch 2/3... Batch 3290 Discriminator Loss: 1.3241... Generator Loss: 0.7511 Epoch 2/3... Batch 3300 Discriminator Loss: 1.3347... Generator Loss: 0.8237
Epoch 2/3... Batch 3310 Discriminator Loss: 1.3970... Generator Loss: 0.8239 Epoch 2/3... Batch 3320 Discriminator Loss: 1.3962... Generator Loss: 0.7971 Epoch 2/3... Batch 3330 Discriminator Loss: 1.3875... Generator Loss: 0.7761 Epoch 2/3... Batch 3340 Discriminator Loss: 1.4107... Generator Loss: 0.7813 Epoch 2/3... Batch 3350 Discriminator Loss: 1.4006... Generator Loss: 0.7116 Epoch 2/3... Batch 3360 Discriminator Loss: 1.4320... Generator Loss: 0.8048 Epoch 2/3... Batch 3370 Discriminator Loss: 1.3851... Generator Loss: 0.7521 Epoch 2/3... Batch 3380 Discriminator Loss: 1.3911... Generator Loss: 0.7644 Epoch 2/3... Batch 3390 Discriminator Loss: 1.3134... Generator Loss: 0.7582 Epoch 2/3... Batch 3400 Discriminator Loss: 1.3184... Generator Loss: 0.7791
Epoch 2/3... Batch 3410 Discriminator Loss: 1.3921... Generator Loss: 0.7768 Epoch 2/3... Batch 3420 Discriminator Loss: 1.4637... Generator Loss: 0.7299 Epoch 2/3... Batch 3430 Discriminator Loss: 1.4079... Generator Loss: 0.8374 Epoch 2/3... Batch 3440 Discriminator Loss: 1.4267... Generator Loss: 0.7149 Epoch 2/3... Batch 3450 Discriminator Loss: 1.3747... Generator Loss: 0.8147 Epoch 2/3... Batch 3460 Discriminator Loss: 1.3597... Generator Loss: 0.7793 Epoch 2/3... Batch 3470 Discriminator Loss: 1.3365... Generator Loss: 0.8380 Epoch 2/3... Batch 3480 Discriminator Loss: 1.4504... Generator Loss: 0.7270 Epoch 2/3... Batch 3490 Discriminator Loss: 1.2901... Generator Loss: 0.9164 Epoch 2/3... Batch 3500 Discriminator Loss: 1.3986... Generator Loss: 0.8170
Epoch 2/3... Batch 3510 Discriminator Loss: 1.4212... Generator Loss: 0.8358 Epoch 2/3... Batch 3520 Discriminator Loss: 1.3998... Generator Loss: 0.7940 Epoch 2/3... Batch 3530 Discriminator Loss: 1.2961... Generator Loss: 0.8453 Epoch 2/3... Batch 3540 Discriminator Loss: 1.4562... Generator Loss: 0.6638 Epoch 2/3... Batch 3550 Discriminator Loss: 1.4501... Generator Loss: 0.7649 Epoch 2/3... Batch 3560 Discriminator Loss: 1.4496... Generator Loss: 0.7242 Epoch 2/3... Batch 3570 Discriminator Loss: 1.4372... Generator Loss: 0.7234 Epoch 2/3... Batch 3580 Discriminator Loss: 1.4293... Generator Loss: 0.7858 Epoch 2/3... Batch 3590 Discriminator Loss: 1.3903... Generator Loss: 0.7369 Epoch 2/3... Batch 3600 Discriminator Loss: 1.4019... Generator Loss: 0.7054
Epoch 2/3... Batch 3610 Discriminator Loss: 1.3104... Generator Loss: 0.7965 Epoch 2/3... Batch 3620 Discriminator Loss: 1.4358... Generator Loss: 0.8143 Epoch 2/3... Batch 3630 Discriminator Loss: 1.3198... Generator Loss: 0.8069 Epoch 2/3... Batch 3640 Discriminator Loss: 1.3883... Generator Loss: 0.7519 Epoch 2/3... Batch 3650 Discriminator Loss: 1.4174... Generator Loss: 0.7997 Epoch 2/3... Batch 3660 Discriminator Loss: 1.3304... Generator Loss: 0.7433 Epoch 2/3... Batch 3670 Discriminator Loss: 1.3831... Generator Loss: 0.7933 Epoch 2/3... Batch 3680 Discriminator Loss: 1.3163... Generator Loss: 0.8835 Epoch 2/3... Batch 3690 Discriminator Loss: 1.3932... Generator Loss: 0.7847 Epoch 2/3... Batch 3700 Discriminator Loss: 1.3718... Generator Loss: 0.7798
Epoch 2/3... Batch 3710 Discriminator Loss: 1.4314... Generator Loss: 0.7625 Epoch 2/3... Batch 3720 Discriminator Loss: 1.3176... Generator Loss: 0.8427 Epoch 2/3... Batch 3730 Discriminator Loss: 1.3595... Generator Loss: 0.7693 Epoch 2/3... Batch 3740 Discriminator Loss: 1.4415... Generator Loss: 0.7518 Epoch 2/3... Batch 3750 Discriminator Loss: 1.3993... Generator Loss: 0.6622 Epoch 2/3... Batch 3760 Discriminator Loss: 1.3480... Generator Loss: 0.7486 Epoch 2/3... Batch 3770 Discriminator Loss: 1.3952... Generator Loss: 0.7254 Epoch 2/3... Batch 3780 Discriminator Loss: 1.4126... Generator Loss: 0.7484 Epoch 2/3... Batch 3790 Discriminator Loss: 1.4257... Generator Loss: 0.7137 Epoch 2/3... Batch 3800 Discriminator Loss: 1.4061... Generator Loss: 0.7015
Epoch 2/3... Batch 3810 Discriminator Loss: 1.4155... Generator Loss: 0.7753 Epoch 2/3... Batch 3820 Discriminator Loss: 1.3413... Generator Loss: 0.8012 Epoch 2/3... Batch 3830 Discriminator Loss: 1.3384... Generator Loss: 0.7904 Epoch 2/3... Batch 3840 Discriminator Loss: 1.3420... Generator Loss: 0.7247 Epoch 2/3... Batch 3850 Discriminator Loss: 1.3886... Generator Loss: 0.7929 Epoch 2/3... Batch 3860 Discriminator Loss: 1.3610... Generator Loss: 0.8543 Epoch 2/3... Batch 3870 Discriminator Loss: 1.3702... Generator Loss: 0.8825 Epoch 2/3... Batch 3880 Discriminator Loss: 1.4077... Generator Loss: 0.7482 Epoch 2/3... Batch 3890 Discriminator Loss: 1.3088... Generator Loss: 0.7816 Epoch 2/3... Batch 3900 Discriminator Loss: 1.4186... Generator Loss: 0.8071
Epoch 2/3... Batch 3910 Discriminator Loss: 1.4364... Generator Loss: 0.7727 Epoch 2/3... Batch 3920 Discriminator Loss: 1.3838... Generator Loss: 0.7856 Epoch 2/3... Batch 3930 Discriminator Loss: 1.4073... Generator Loss: 0.7795 Epoch 2/3... Batch 3940 Discriminator Loss: 1.4855... Generator Loss: 0.7261 Epoch 2/3... Batch 3950 Discriminator Loss: 1.4253... Generator Loss: 0.7929 Epoch 2/3... Batch 3960 Discriminator Loss: 1.2786... Generator Loss: 0.7751 Epoch 2/3... Batch 3970 Discriminator Loss: 1.3656... Generator Loss: 0.8824 Epoch 2/3... Batch 3980 Discriminator Loss: 1.4160... Generator Loss: 0.7938 Epoch 2/3... Batch 3990 Discriminator Loss: 1.4207... Generator Loss: 0.7357 Epoch 2/3... Batch 4000 Discriminator Loss: 1.3185... Generator Loss: 0.7665
Epoch 2/3... Batch 4010 Discriminator Loss: 1.3767... Generator Loss: 0.7359 Epoch 2/3... Batch 4020 Discriminator Loss: 1.4601... Generator Loss: 0.7091 Epoch 2/3... Batch 4030 Discriminator Loss: 1.3540... Generator Loss: 0.7755 Epoch 2/3... Batch 4040 Discriminator Loss: 1.4074... Generator Loss: 0.7134 Epoch 2/3... Batch 4050 Discriminator Loss: 1.3423... Generator Loss: 0.7730 Epoch 2/3... Batch 4060 Discriminator Loss: 1.3785... Generator Loss: 0.9372 Epoch 2/3... Batch 4070 Discriminator Loss: 1.3255... Generator Loss: 0.8566 Epoch 2/3... Batch 4080 Discriminator Loss: 1.3868... Generator Loss: 0.8029 Epoch 2/3... Batch 4090 Discriminator Loss: 1.4786... Generator Loss: 0.7166 Epoch 2/3... Batch 4100 Discriminator Loss: 1.4993... Generator Loss: 0.6609
Epoch 2/3... Batch 4110 Discriminator Loss: 1.3415... Generator Loss: 0.7657 Epoch 2/3... Batch 4120 Discriminator Loss: 1.3927... Generator Loss: 0.7846 Epoch 2/3... Batch 4130 Discriminator Loss: 1.4705... Generator Loss: 0.7500 Epoch 2/3... Batch 4140 Discriminator Loss: 1.4160... Generator Loss: 0.7566 Epoch 2/3... Batch 4150 Discriminator Loss: 1.4048... Generator Loss: 0.7558 Epoch 2/3... Batch 4160 Discriminator Loss: 1.3938... Generator Loss: 0.7402 Epoch 2/3... Batch 4170 Discriminator Loss: 1.3840... Generator Loss: 0.7480 Epoch 2/3... Batch 4180 Discriminator Loss: 1.3176... Generator Loss: 0.7706 Epoch 2/3... Batch 4190 Discriminator Loss: 1.3959... Generator Loss: 0.8501 Epoch 2/3... Batch 4200 Discriminator Loss: 1.4576... Generator Loss: 0.8021
Epoch 2/3... Batch 4210 Discriminator Loss: 1.3471... Generator Loss: 0.8473 Epoch 2/3... Batch 4220 Discriminator Loss: 1.5003... Generator Loss: 0.7095 Epoch 2/3... Batch 4230 Discriminator Loss: 1.4199... Generator Loss: 0.8440 Epoch 2/3... Batch 4240 Discriminator Loss: 1.4045... Generator Loss: 0.7749 Epoch 2/3... Batch 4250 Discriminator Loss: 1.3783... Generator Loss: 0.8133 Epoch 2/3... Batch 4260 Discriminator Loss: 1.3644... Generator Loss: 0.8427 Epoch 2/3... Batch 4270 Discriminator Loss: 1.4226... Generator Loss: 0.7769 Epoch 2/3... Batch 4280 Discriminator Loss: 1.4011... Generator Loss: 0.8018 Epoch 2/3... Batch 4290 Discriminator Loss: 1.3870... Generator Loss: 0.7991 Epoch 2/3... Batch 4300 Discriminator Loss: 1.3925... Generator Loss: 0.7902
Epoch 2/3... Batch 4310 Discriminator Loss: 1.3923... Generator Loss: 0.7771 Epoch 2/3... Batch 4320 Discriminator Loss: 1.3863... Generator Loss: 0.7056 Epoch 2/3... Batch 4330 Discriminator Loss: 1.4421... Generator Loss: 0.6469 Epoch 2/3... Batch 4340 Discriminator Loss: 1.3288... Generator Loss: 0.8302 Epoch 2/3... Batch 4350 Discriminator Loss: 1.3687... Generator Loss: 0.7670 Epoch 2/3... Batch 4360 Discriminator Loss: 1.3783... Generator Loss: 0.6682 Epoch 2/3... Batch 4370 Discriminator Loss: 1.4356... Generator Loss: 0.7266 Epoch 2/3... Batch 4380 Discriminator Loss: 1.3952... Generator Loss: 0.7883 Epoch 2/3... Batch 4390 Discriminator Loss: 1.4806... Generator Loss: 0.7221 Epoch 2/3... Batch 4400 Discriminator Loss: 1.3787... Generator Loss: 0.7906
Epoch 2/3... Batch 4410 Discriminator Loss: 1.4232... Generator Loss: 0.7219 Epoch 2/3... Batch 4420 Discriminator Loss: 1.3314... Generator Loss: 0.8451 Epoch 2/3... Batch 4430 Discriminator Loss: 1.3909... Generator Loss: 0.8637 Epoch 2/3... Batch 4440 Discriminator Loss: 1.2968... Generator Loss: 0.7991 Epoch 2/3... Batch 4450 Discriminator Loss: 1.4235... Generator Loss: 0.7159 Epoch 2/3... Batch 4460 Discriminator Loss: 1.3964... Generator Loss: 0.7935 Epoch 2/3... Batch 4470 Discriminator Loss: 1.3866... Generator Loss: 0.8086 Epoch 2/3... Batch 4480 Discriminator Loss: 1.3514... Generator Loss: 0.7925 Epoch 2/3... Batch 4490 Discriminator Loss: 1.4358... Generator Loss: 0.6891 Epoch 2/3... Batch 4500 Discriminator Loss: 1.3410... Generator Loss: 0.7826
Epoch 2/3... Batch 4510 Discriminator Loss: 1.3874... Generator Loss: 0.9248 Epoch 2/3... Batch 4520 Discriminator Loss: 1.4912... Generator Loss: 0.7521 Epoch 2/3... Batch 4530 Discriminator Loss: 1.4567... Generator Loss: 0.7509 Epoch 2/3... Batch 4540 Discriminator Loss: 1.3685... Generator Loss: 0.7122 Epoch 2/3... Batch 4550 Discriminator Loss: 1.3508... Generator Loss: 0.8671 Epoch 2/3... Batch 4560 Discriminator Loss: 1.4648... Generator Loss: 0.7624 Epoch 2/3... Batch 4570 Discriminator Loss: 1.3582... Generator Loss: 0.8027 Epoch 2/3... Batch 4580 Discriminator Loss: 1.3072... Generator Loss: 0.7932 Epoch 2/3... Batch 4590 Discriminator Loss: 1.3945... Generator Loss: 0.8434 Epoch 2/3... Batch 4600 Discriminator Loss: 1.3469... Generator Loss: 0.7677
Epoch 2/3... Batch 4610 Discriminator Loss: 1.4441... Generator Loss: 0.6965 Epoch 2/3... Batch 4620 Discriminator Loss: 1.3443... Generator Loss: 0.8202 Epoch 2/3... Batch 4630 Discriminator Loss: 1.4344... Generator Loss: 0.7279 Epoch 2/3... Batch 4640 Discriminator Loss: 1.4185... Generator Loss: 0.7172 Epoch 2/3... Batch 4650 Discriminator Loss: 1.4408... Generator Loss: 0.7702 Epoch 2/3... Batch 4660 Discriminator Loss: 1.4182... Generator Loss: 0.7864 Epoch 2/3... Batch 4670 Discriminator Loss: 1.4183... Generator Loss: 0.7254 Epoch 2/3... Batch 4680 Discriminator Loss: 1.4615... Generator Loss: 0.6707 Epoch 2/3... Batch 4690 Discriminator Loss: 1.4010... Generator Loss: 0.7206 Epoch 2/3... Batch 4700 Discriminator Loss: 1.3924... Generator Loss: 0.7468
Epoch 2/3... Batch 4710 Discriminator Loss: 1.3246... Generator Loss: 0.8108 Epoch 2/3... Batch 4720 Discriminator Loss: 1.3702... Generator Loss: 0.7677 Epoch 2/3... Batch 4730 Discriminator Loss: 1.3755... Generator Loss: 0.8305 Epoch 2/3... Batch 4740 Discriminator Loss: 1.4071... Generator Loss: 0.7650 Epoch 2/3... Batch 4750 Discriminator Loss: 1.3367... Generator Loss: 0.7516 Epoch 2/3... Batch 4760 Discriminator Loss: 1.3687... Generator Loss: 0.8391 Epoch 2/3... Batch 4770 Discriminator Loss: 1.3874... Generator Loss: 0.8323 Epoch 2/3... Batch 4780 Discriminator Loss: 1.3761... Generator Loss: 0.7501 Epoch 2/3... Batch 4790 Discriminator Loss: 1.3826... Generator Loss: 0.7502 Epoch 2/3... Batch 4800 Discriminator Loss: 1.3931... Generator Loss: 0.7546
Epoch 2/3... Batch 4810 Discriminator Loss: 1.3915... Generator Loss: 0.8070 Epoch 2/3... Batch 4820 Discriminator Loss: 1.4270... Generator Loss: 0.8510 Epoch 2/3... Batch 4830 Discriminator Loss: 1.4016... Generator Loss: 0.7747 Epoch 2/3... Batch 4840 Discriminator Loss: 1.4382... Generator Loss: 0.7589 Epoch 2/3... Batch 4850 Discriminator Loss: 1.3980... Generator Loss: 0.6930 Epoch 2/3... Batch 4860 Discriminator Loss: 1.3558... Generator Loss: 0.6924 Epoch 2/3... Batch 4870 Discriminator Loss: 1.3876... Generator Loss: 0.8739 Epoch 2/3... Batch 4880 Discriminator Loss: 1.3773... Generator Loss: 0.9576 Epoch 2/3... Batch 4890 Discriminator Loss: 1.3916... Generator Loss: 0.8046 Epoch 2/3... Batch 4900 Discriminator Loss: 1.3880... Generator Loss: 0.7851
Epoch 2/3... Batch 4910 Discriminator Loss: 1.4346... Generator Loss: 0.6963 Epoch 2/3... Batch 4920 Discriminator Loss: 1.3899... Generator Loss: 0.8061 Epoch 2/3... Batch 4930 Discriminator Loss: 1.3593... Generator Loss: 0.8269 Epoch 2/3... Batch 4940 Discriminator Loss: 1.4257... Generator Loss: 0.6806 Epoch 2/3... Batch 4950 Discriminator Loss: 1.4758... Generator Loss: 0.7518 Epoch 2/3... Batch 4960 Discriminator Loss: 1.3164... Generator Loss: 0.7665 Epoch 2/3... Batch 4970 Discriminator Loss: 1.3858... Generator Loss: 0.7287 Epoch 2/3... Batch 4980 Discriminator Loss: 1.4158... Generator Loss: 0.8230 Epoch 2/3... Batch 4990 Discriminator Loss: 1.3695... Generator Loss: 0.8031 Epoch 2/3... Batch 5000 Discriminator Loss: 1.3745... Generator Loss: 0.7871
Epoch 2/3... Batch 5010 Discriminator Loss: 1.3703... Generator Loss: 0.6996 Epoch 2/3... Batch 5020 Discriminator Loss: 1.4541... Generator Loss: 0.6543 Epoch 2/3... Batch 5030 Discriminator Loss: 1.4090... Generator Loss: 0.6728 Epoch 2/3... Batch 5040 Discriminator Loss: 1.3874... Generator Loss: 0.7681 Epoch 2/3... Batch 5050 Discriminator Loss: 1.4380... Generator Loss: 0.7861 Epoch 2/3... Batch 5060 Discriminator Loss: 1.3988... Generator Loss: 0.8247 Epoch 2/3... Batch 5070 Discriminator Loss: 1.3566... Generator Loss: 0.8719 Epoch 2/3... Batch 5080 Discriminator Loss: 1.3897... Generator Loss: 0.7599 Epoch 2/3... Batch 5090 Discriminator Loss: 1.4078... Generator Loss: 0.6969 Epoch 2/3... Batch 5100 Discriminator Loss: 1.3647... Generator Loss: 0.7798
Epoch 2/3... Batch 5110 Discriminator Loss: 1.4091... Generator Loss: 0.6798 Epoch 2/3... Batch 5120 Discriminator Loss: 1.4606... Generator Loss: 0.6586 Epoch 2/3... Batch 5130 Discriminator Loss: 1.4089... Generator Loss: 0.7930 Epoch 2/3... Batch 5140 Discriminator Loss: 1.4604... Generator Loss: 0.7929 Epoch 2/3... Batch 5150 Discriminator Loss: 1.4016... Generator Loss: 0.8319 Epoch 2/3... Batch 5160 Discriminator Loss: 1.3204... Generator Loss: 0.7954 Epoch 2/3... Batch 5170 Discriminator Loss: 1.3854... Generator Loss: 0.7756 Epoch 2/3... Batch 5180 Discriminator Loss: 1.3752... Generator Loss: 0.7608 Epoch 2/3... Batch 5190 Discriminator Loss: 1.3474... Generator Loss: 0.8018 Epoch 2/3... Batch 5200 Discriminator Loss: 1.3634... Generator Loss: 0.7220
Epoch 2/3... Batch 5210 Discriminator Loss: 1.4644... Generator Loss: 0.8077 Epoch 2/3... Batch 5220 Discriminator Loss: 1.3811... Generator Loss: 0.7448 Epoch 2/3... Batch 5230 Discriminator Loss: 1.4047... Generator Loss: 0.6661 Epoch 2/3... Batch 5240 Discriminator Loss: 1.3823... Generator Loss: 0.7508 Epoch 2/3... Batch 5250 Discriminator Loss: 1.3231... Generator Loss: 0.8042 Epoch 2/3... Batch 5260 Discriminator Loss: 1.4207... Generator Loss: 0.7282 Epoch 2/3... Batch 5270 Discriminator Loss: 1.2795... Generator Loss: 0.8734 Epoch 2/3... Batch 5280 Discriminator Loss: 1.4110... Generator Loss: 0.7300 Epoch 2/3... Batch 5290 Discriminator Loss: 1.3478... Generator Loss: 0.6689 Epoch 2/3... Batch 5300 Discriminator Loss: 1.3914... Generator Loss: 0.7768
Epoch 2/3... Batch 5310 Discriminator Loss: 1.4252... Generator Loss: 0.7372 Epoch 2/3... Batch 5320 Discriminator Loss: 1.4030... Generator Loss: 0.8170 Epoch 2/3... Batch 5330 Discriminator Loss: 1.3704... Generator Loss: 0.7596 Epoch 2/3... Batch 5340 Discriminator Loss: 1.3614... Generator Loss: 0.8173 Epoch 2/3... Batch 5350 Discriminator Loss: 1.3217... Generator Loss: 0.8048 Epoch 2/3... Batch 5360 Discriminator Loss: 1.4205... Generator Loss: 0.6696 Epoch 2/3... Batch 5370 Discriminator Loss: 1.4074... Generator Loss: 0.7584 Epoch 2/3... Batch 5380 Discriminator Loss: 1.4132... Generator Loss: 0.7323 Epoch 2/3... Batch 5390 Discriminator Loss: 1.3821... Generator Loss: 0.7942 Epoch 2/3... Batch 5400 Discriminator Loss: 1.3298... Generator Loss: 0.7642
Epoch 2/3... Batch 5410 Discriminator Loss: 1.4207... Generator Loss: 0.8163 Epoch 2/3... Batch 5420 Discriminator Loss: 1.3906... Generator Loss: 0.8677 Epoch 2/3... Batch 5430 Discriminator Loss: 1.3098... Generator Loss: 0.7676 Epoch 2/3... Batch 5440 Discriminator Loss: 1.4158... Generator Loss: 0.7626 Epoch 2/3... Batch 5450 Discriminator Loss: 1.4799... Generator Loss: 0.6521 Epoch 2/3... Batch 5460 Discriminator Loss: 1.3998... Generator Loss: 0.7168 Epoch 2/3... Batch 5470 Discriminator Loss: 1.4142... Generator Loss: 0.7668 Epoch 2/3... Batch 5480 Discriminator Loss: 1.4047... Generator Loss: 0.6997 Epoch 2/3... Batch 5490 Discriminator Loss: 1.4195... Generator Loss: 0.6970 Epoch 2/3... Batch 5500 Discriminator Loss: 1.4228... Generator Loss: 0.6061
Epoch 2/3... Batch 5510 Discriminator Loss: 1.3463... Generator Loss: 0.7431 Epoch 2/3... Batch 5520 Discriminator Loss: 1.3839... Generator Loss: 0.7012 Epoch 2/3... Batch 5530 Discriminator Loss: 1.3742... Generator Loss: 0.7246 Epoch 2/3... Batch 5540 Discriminator Loss: 1.3660... Generator Loss: 0.7482 Epoch 2/3... Batch 5550 Discriminator Loss: 1.3946... Generator Loss: 0.7303 Epoch 2/3... Batch 5560 Discriminator Loss: 1.3629... Generator Loss: 0.8327 Epoch 2/3... Batch 5570 Discriminator Loss: 1.3528... Generator Loss: 0.8689 Epoch 2/3... Batch 5580 Discriminator Loss: 1.3770... Generator Loss: 0.7370 Epoch 2/3... Batch 5590 Discriminator Loss: 1.3953... Generator Loss: 0.7389 Epoch 2/3... Batch 5600 Discriminator Loss: 1.3989... Generator Loss: 0.7507
Epoch 2/3... Batch 5610 Discriminator Loss: 1.4390... Generator Loss: 0.7482 Epoch 2/3... Batch 5620 Discriminator Loss: 1.3966... Generator Loss: 0.7679 Epoch 2/3... Batch 5630 Discriminator Loss: 1.3953... Generator Loss: 0.7065 Epoch 2/3... Batch 5640 Discriminator Loss: 1.3650... Generator Loss: 0.7133 Epoch 2/3... Batch 5650 Discriminator Loss: 1.4269... Generator Loss: 0.7538 Epoch 2/3... Batch 5660 Discriminator Loss: 1.3534... Generator Loss: 0.7032 Epoch 2/3... Batch 5670 Discriminator Loss: 1.3491... Generator Loss: 0.7573 Epoch 2/3... Batch 5680 Discriminator Loss: 1.4098... Generator Loss: 0.8170 Epoch 2/3... Batch 5690 Discriminator Loss: 1.3731... Generator Loss: 0.7876 Epoch 2/3... Batch 5700 Discriminator Loss: 1.3421... Generator Loss: 0.7561
Epoch 2/3... Batch 5710 Discriminator Loss: 1.3992... Generator Loss: 0.8180 Epoch 2/3... Batch 5720 Discriminator Loss: 1.3881... Generator Loss: 0.7438 Epoch 2/3... Batch 5730 Discriminator Loss: 1.4448... Generator Loss: 0.6925 Epoch 2/3... Batch 5740 Discriminator Loss: 1.3370... Generator Loss: 0.8730 Epoch 2/3... Batch 5750 Discriminator Loss: 1.4276... Generator Loss: 0.7704 Epoch 2/3... Batch 5760 Discriminator Loss: 1.4289... Generator Loss: 0.7250 Epoch 2/3... Batch 5770 Discriminator Loss: 1.3804... Generator Loss: 0.7592 Epoch 2/3... Batch 5780 Discriminator Loss: 1.4037... Generator Loss: 0.7773 Epoch 2/3... Batch 5790 Discriminator Loss: 1.3805... Generator Loss: 0.7961 Epoch 2/3... Batch 5800 Discriminator Loss: 1.4260... Generator Loss: 0.7359
Epoch 2/3... Batch 5810 Discriminator Loss: 1.4616... Generator Loss: 0.7114 Epoch 2/3... Batch 5820 Discriminator Loss: 1.3846... Generator Loss: 0.8299 Epoch 2/3... Batch 5830 Discriminator Loss: 1.3277... Generator Loss: 0.7816 Epoch 2/3... Batch 5840 Discriminator Loss: 1.3837... Generator Loss: 0.8223 Epoch 2/3... Batch 5850 Discriminator Loss: 1.4335... Generator Loss: 0.6718 Epoch 2/3... Batch 5860 Discriminator Loss: 1.3645... Generator Loss: 0.7939 Epoch 2/3... Batch 5870 Discriminator Loss: 1.3840... Generator Loss: 0.8270 Epoch 2/3... Batch 5880 Discriminator Loss: 1.4011... Generator Loss: 0.7542 Epoch 2/3... Batch 5890 Discriminator Loss: 1.3523... Generator Loss: 0.8695 Epoch 2/3... Batch 5900 Discriminator Loss: 1.3879... Generator Loss: 0.7549
Epoch 2/3... Batch 5910 Discriminator Loss: 1.4191... Generator Loss: 0.7886 Epoch 2/3... Batch 5920 Discriminator Loss: 1.3303... Generator Loss: 0.8843 Epoch 2/3... Batch 5930 Discriminator Loss: 1.3856... Generator Loss: 0.7541 Epoch 2/3... Batch 5940 Discriminator Loss: 1.3512... Generator Loss: 0.8466 Epoch 2/3... Batch 5950 Discriminator Loss: 1.4268... Generator Loss: 0.7605 Epoch 2/3... Batch 5960 Discriminator Loss: 1.3232... Generator Loss: 0.8484 Epoch 2/3... Batch 5970 Discriminator Loss: 1.4205... Generator Loss: 0.7768 Epoch 2/3... Batch 5980 Discriminator Loss: 1.4642... Generator Loss: 0.6524 Epoch 2/3... Batch 5990 Discriminator Loss: 1.4302... Generator Loss: 0.7210 Epoch 2/3... Batch 6000 Discriminator Loss: 1.3452... Generator Loss: 0.7167
Epoch 2/3... Batch 6010 Discriminator Loss: 1.4168... Generator Loss: 0.7807 Epoch 2/3... Batch 6020 Discriminator Loss: 1.3259... Generator Loss: 0.7658 Epoch 2/3... Batch 6030 Discriminator Loss: 1.3476... Generator Loss: 0.6605 Epoch 2/3... Batch 6040 Discriminator Loss: 1.3845... Generator Loss: 0.7199 Epoch 2/3... Batch 6050 Discriminator Loss: 1.4246... Generator Loss: 0.8055 Epoch 2/3... Batch 6060 Discriminator Loss: 1.3835... Generator Loss: 0.7711 Epoch 2/3... Batch 6070 Discriminator Loss: 1.3679... Generator Loss: 0.8161 Epoch 2/3... Batch 6080 Discriminator Loss: 1.4759... Generator Loss: 0.7779 Epoch 2/3... Batch 6090 Discriminator Loss: 1.3734... Generator Loss: 0.7265 Epoch 2/3... Batch 6100 Discriminator Loss: 1.4355... Generator Loss: 0.7844
Epoch 2/3... Batch 6110 Discriminator Loss: 1.3704... Generator Loss: 0.7832 Epoch 2/3... Batch 6120 Discriminator Loss: 1.3643... Generator Loss: 0.7420 Epoch 2/3... Batch 6130 Discriminator Loss: 1.4301... Generator Loss: 0.7859 Epoch 2/3... Batch 6140 Discriminator Loss: 1.4319... Generator Loss: 0.7238 Epoch 2/3... Batch 6150 Discriminator Loss: 1.3663... Generator Loss: 0.8215 Epoch 2/3... Batch 6160 Discriminator Loss: 1.3847... Generator Loss: 0.6991 Epoch 2/3... Batch 6170 Discriminator Loss: 1.4666... Generator Loss: 0.6639 Epoch 2/3... Batch 6180 Discriminator Loss: 1.3313... Generator Loss: 0.7861 Epoch 2/3... Batch 6190 Discriminator Loss: 1.3450... Generator Loss: 0.7717 Epoch 2/3... Batch 6200 Discriminator Loss: 1.3509... Generator Loss: 0.7700
Epoch 2/3... Batch 6210 Discriminator Loss: 1.3790... Generator Loss: 0.7689 Epoch 2/3... Batch 6220 Discriminator Loss: 1.3257... Generator Loss: 0.7247 Epoch 2/3... Batch 6230 Discriminator Loss: 1.3781... Generator Loss: 0.6860 Epoch 2/3... Batch 6240 Discriminator Loss: 1.3602... Generator Loss: 0.8474 Epoch 2/3... Batch 6250 Discriminator Loss: 1.4149... Generator Loss: 0.6525 Epoch 2/3... Batch 6260 Discriminator Loss: 1.3914... Generator Loss: 0.7244 Epoch 2/3... Batch 6270 Discriminator Loss: 1.3464... Generator Loss: 0.7775 Epoch 2/3... Batch 6280 Discriminator Loss: 1.3758... Generator Loss: 0.8261 Epoch 2/3... Batch 6290 Discriminator Loss: 1.3952... Generator Loss: 0.9126 Epoch 2/3... Batch 6300 Discriminator Loss: 1.3721... Generator Loss: 0.7372
Epoch 2/3... Batch 6310 Discriminator Loss: 1.3966... Generator Loss: 0.8510 Epoch 2/3... Batch 6320 Discriminator Loss: 1.4356... Generator Loss: 0.7127 Epoch 2/3... Batch 6330 Discriminator Loss: 1.4024... Generator Loss: 0.7539 Epoch 3/3... Batch 10 Discriminator Loss: 1.4021... Generator Loss: 0.6810 Epoch 3/3... Batch 20 Discriminator Loss: 1.3978... Generator Loss: 0.9564 Epoch 3/3... Batch 30 Discriminator Loss: 1.3834... Generator Loss: 0.8341 Epoch 3/3... Batch 40 Discriminator Loss: 1.3454... Generator Loss: 0.8380 Epoch 3/3... Batch 50 Discriminator Loss: 1.4046... Generator Loss: 0.7576 Epoch 3/3... Batch 60 Discriminator Loss: 1.3286... Generator Loss: 0.8817 Epoch 3/3... Batch 70 Discriminator Loss: 1.3553... Generator Loss: 0.8155 Epoch 3/3... Batch 80 Discriminator Loss: 1.4620... Generator Loss: 0.6305 Epoch 3/3... Batch 90 Discriminator Loss: 1.4085... Generator Loss: 0.7856 Epoch 3/3... Batch 100 Discriminator Loss: 1.4243... Generator Loss: 0.6706
Epoch 3/3... Batch 110 Discriminator Loss: 1.3358... Generator Loss: 0.7051 Epoch 3/3... Batch 120 Discriminator Loss: 1.3841... Generator Loss: 0.7081 Epoch 3/3... Batch 130 Discriminator Loss: 1.3952... Generator Loss: 0.7019 Epoch 3/3... Batch 140 Discriminator Loss: 1.3825... Generator Loss: 0.7212 Epoch 3/3... Batch 150 Discriminator Loss: 1.4105... Generator Loss: 0.7148 Epoch 3/3... Batch 160 Discriminator Loss: 1.4172... Generator Loss: 0.7426 Epoch 3/3... Batch 170 Discriminator Loss: 1.3619... Generator Loss: 0.7321 Epoch 3/3... Batch 180 Discriminator Loss: 1.3918... Generator Loss: 0.7430 Epoch 3/3... Batch 190 Discriminator Loss: 1.4640... Generator Loss: 0.7635 Epoch 3/3... Batch 200 Discriminator Loss: 1.4433... Generator Loss: 0.6149
Epoch 3/3... Batch 210 Discriminator Loss: 1.3703... Generator Loss: 0.7482 Epoch 3/3... Batch 220 Discriminator Loss: 1.3631... Generator Loss: 0.8026 Epoch 3/3... Batch 230 Discriminator Loss: 1.3844... Generator Loss: 0.8973 Epoch 3/3... Batch 240 Discriminator Loss: 1.4047... Generator Loss: 0.8606 Epoch 3/3... Batch 250 Discriminator Loss: 1.3072... Generator Loss: 0.8767 Epoch 3/3... Batch 260 Discriminator Loss: 1.4945... Generator Loss: 0.6475 Epoch 3/3... Batch 270 Discriminator Loss: 1.3761... Generator Loss: 0.7870 Epoch 3/3... Batch 280 Discriminator Loss: 1.4298... Generator Loss: 0.7417 Epoch 3/3... Batch 290 Discriminator Loss: 1.3473... Generator Loss: 0.8161 Epoch 3/3... Batch 300 Discriminator Loss: 1.4070... Generator Loss: 0.8788
Epoch 3/3... Batch 310 Discriminator Loss: 1.3557... Generator Loss: 0.7435 Epoch 3/3... Batch 320 Discriminator Loss: 1.4921... Generator Loss: 0.6999 Epoch 3/3... Batch 330 Discriminator Loss: 1.4318... Generator Loss: 0.7756 Epoch 3/3... Batch 340 Discriminator Loss: 1.3399... Generator Loss: 0.8396 Epoch 3/3... Batch 350 Discriminator Loss: 1.3978... Generator Loss: 0.7781 Epoch 3/3... Batch 360 Discriminator Loss: 1.3341... Generator Loss: 0.7302 Epoch 3/3... Batch 370 Discriminator Loss: 1.3973... Generator Loss: 0.7685 Epoch 3/3... Batch 380 Discriminator Loss: 1.4535... Generator Loss: 0.7553 Epoch 3/3... Batch 390 Discriminator Loss: 1.3481... Generator Loss: 0.7625 Epoch 3/3... Batch 400 Discriminator Loss: 1.4189... Generator Loss: 0.8084
Epoch 3/3... Batch 410 Discriminator Loss: 1.3901... Generator Loss: 0.7809 Epoch 3/3... Batch 420 Discriminator Loss: 1.4119... Generator Loss: 0.7577 Epoch 3/3... Batch 430 Discriminator Loss: 1.4535... Generator Loss: 0.6529 Epoch 3/3... Batch 440 Discriminator Loss: 1.3936... Generator Loss: 0.9342 Epoch 3/3... Batch 450 Discriminator Loss: 1.3329... Generator Loss: 0.8601 Epoch 3/3... Batch 460 Discriminator Loss: 1.4757... Generator Loss: 0.7377 Epoch 3/3... Batch 470 Discriminator Loss: 1.4319... Generator Loss: 0.6877 Epoch 3/3... Batch 480 Discriminator Loss: 1.4425... Generator Loss: 0.7176 Epoch 3/3... Batch 490 Discriminator Loss: 1.5047... Generator Loss: 0.7518 Epoch 3/3... Batch 500 Discriminator Loss: 1.4008... Generator Loss: 0.8368
Epoch 3/3... Batch 510 Discriminator Loss: 1.2879... Generator Loss: 0.8160 Epoch 3/3... Batch 520 Discriminator Loss: 1.3948... Generator Loss: 0.6729 Epoch 3/3... Batch 530 Discriminator Loss: 1.2944... Generator Loss: 0.8461 Epoch 3/3... Batch 540 Discriminator Loss: 1.4224... Generator Loss: 0.7068 Epoch 3/3... Batch 550 Discriminator Loss: 1.2863... Generator Loss: 0.7986 Epoch 3/3... Batch 560 Discriminator Loss: 1.3863... Generator Loss: 0.7577 Epoch 3/3... Batch 570 Discriminator Loss: 1.3923... Generator Loss: 0.7015 Epoch 3/3... Batch 580 Discriminator Loss: 1.3255... Generator Loss: 0.8195 Epoch 3/3... Batch 590 Discriminator Loss: 1.4681... Generator Loss: 0.7221 Epoch 3/3... Batch 600 Discriminator Loss: 1.3563... Generator Loss: 0.6743
Epoch 3/3... Batch 610 Discriminator Loss: 1.3855... Generator Loss: 0.7813 Epoch 3/3... Batch 620 Discriminator Loss: 1.3599... Generator Loss: 0.8335 Epoch 3/3... Batch 630 Discriminator Loss: 1.3138... Generator Loss: 0.7415 Epoch 3/3... Batch 640 Discriminator Loss: 1.3187... Generator Loss: 0.8036 Epoch 3/3... Batch 650 Discriminator Loss: 1.2940... Generator Loss: 0.8115 Epoch 3/3... Batch 660 Discriminator Loss: 1.3583... Generator Loss: 0.7730 Epoch 3/3... Batch 670 Discriminator Loss: 1.4023... Generator Loss: 0.7334 Epoch 3/3... Batch 680 Discriminator Loss: 1.4220... Generator Loss: 0.6984 Epoch 3/3... Batch 690 Discriminator Loss: 1.4073... Generator Loss: 0.8172 Epoch 3/3... Batch 700 Discriminator Loss: 1.3492... Generator Loss: 0.8148
Epoch 3/3... Batch 710 Discriminator Loss: 1.3844... Generator Loss: 0.8424 Epoch 3/3... Batch 720 Discriminator Loss: 1.3294... Generator Loss: 0.8433 Epoch 3/3... Batch 730 Discriminator Loss: 1.4815... Generator Loss: 0.6945 Epoch 3/3... Batch 740 Discriminator Loss: 1.3617... Generator Loss: 0.8391 Epoch 3/3... Batch 750 Discriminator Loss: 1.3588... Generator Loss: 0.9156 Epoch 3/3... Batch 760 Discriminator Loss: 1.4523... Generator Loss: 0.7321 Epoch 3/3... Batch 770 Discriminator Loss: 1.3634... Generator Loss: 0.7966 Epoch 3/3... Batch 780 Discriminator Loss: 1.3926... Generator Loss: 0.7419 Epoch 3/3... Batch 790 Discriminator Loss: 1.4472... Generator Loss: 0.7365 Epoch 3/3... Batch 800 Discriminator Loss: 1.3586... Generator Loss: 0.8821
Epoch 3/3... Batch 810 Discriminator Loss: 1.3993... Generator Loss: 0.8551 Epoch 3/3... Batch 820 Discriminator Loss: 1.3769... Generator Loss: 0.7672 Epoch 3/3... Batch 830 Discriminator Loss: 1.3414... Generator Loss: 0.8644 Epoch 3/3... Batch 840 Discriminator Loss: 1.3845... Generator Loss: 0.7740 Epoch 3/3... Batch 850 Discriminator Loss: 1.3400... Generator Loss: 0.8332 Epoch 3/3... Batch 860 Discriminator Loss: 1.4444... Generator Loss: 0.8620 Epoch 3/3... Batch 870 Discriminator Loss: 1.4204... Generator Loss: 0.7740 Epoch 3/3... Batch 880 Discriminator Loss: 1.4255... Generator Loss: 0.8490 Epoch 3/3... Batch 890 Discriminator Loss: 1.3478... Generator Loss: 0.7448 Epoch 3/3... Batch 900 Discriminator Loss: 1.4246... Generator Loss: 0.7672
Epoch 3/3... Batch 910 Discriminator Loss: 1.3234... Generator Loss: 0.7886 Epoch 3/3... Batch 920 Discriminator Loss: 1.3852... Generator Loss: 0.7267 Epoch 3/3... Batch 930 Discriminator Loss: 1.4568... Generator Loss: 0.7430 Epoch 3/3... Batch 940 Discriminator Loss: 1.3385... Generator Loss: 0.8216 Epoch 3/3... Batch 950 Discriminator Loss: 1.2767... Generator Loss: 0.8005 Epoch 3/3... Batch 960 Discriminator Loss: 1.4215... Generator Loss: 0.7551 Epoch 3/3... Batch 970 Discriminator Loss: 1.4118... Generator Loss: 0.7104 Epoch 3/3... Batch 980 Discriminator Loss: 1.3750... Generator Loss: 0.7419 Epoch 3/3... Batch 990 Discriminator Loss: 1.4070... Generator Loss: 0.7709 Epoch 3/3... Batch 1000 Discriminator Loss: 1.3513... Generator Loss: 0.7671
Epoch 3/3... Batch 1010 Discriminator Loss: 1.3279... Generator Loss: 0.8542 Epoch 3/3... Batch 1020 Discriminator Loss: 1.4138... Generator Loss: 0.7224 Epoch 3/3... Batch 1030 Discriminator Loss: 1.4006... Generator Loss: 0.8151 Epoch 3/3... Batch 1040 Discriminator Loss: 1.3629... Generator Loss: 0.8730 Epoch 3/3... Batch 1050 Discriminator Loss: 1.4064... Generator Loss: 0.7721 Epoch 3/3... Batch 1060 Discriminator Loss: 1.3870... Generator Loss: 0.6808 Epoch 3/3... Batch 1070 Discriminator Loss: 1.4126... Generator Loss: 0.7829 Epoch 3/3... Batch 1080 Discriminator Loss: 1.3939... Generator Loss: 0.7367 Epoch 3/3... Batch 1090 Discriminator Loss: 1.3641... Generator Loss: 0.7957 Epoch 3/3... Batch 1100 Discriminator Loss: 1.4228... Generator Loss: 0.6299
Epoch 3/3... Batch 1110 Discriminator Loss: 1.4839... Generator Loss: 0.8734 Epoch 3/3... Batch 1120 Discriminator Loss: 1.3208... Generator Loss: 0.7914 Epoch 3/3... Batch 1130 Discriminator Loss: 1.3761... Generator Loss: 0.7145 Epoch 3/3... Batch 1140 Discriminator Loss: 1.3829... Generator Loss: 0.7977 Epoch 3/3... Batch 1150 Discriminator Loss: 1.3464... Generator Loss: 0.7721 Epoch 3/3... Batch 1160 Discriminator Loss: 1.3535... Generator Loss: 0.6897 Epoch 3/3... Batch 1170 Discriminator Loss: 1.3915... Generator Loss: 0.7001 Epoch 3/3... Batch 1180 Discriminator Loss: 1.3784... Generator Loss: 0.7505 Epoch 3/3... Batch 1190 Discriminator Loss: 1.3918... Generator Loss: 0.8393 Epoch 3/3... Batch 1200 Discriminator Loss: 1.3510... Generator Loss: 0.7981
Epoch 3/3... Batch 1210 Discriminator Loss: 1.3360... Generator Loss: 0.8517 Epoch 3/3... Batch 1220 Discriminator Loss: 1.4102... Generator Loss: 0.7017 Epoch 3/3... Batch 1230 Discriminator Loss: 1.3899... Generator Loss: 0.7441 Epoch 3/3... Batch 1240 Discriminator Loss: 1.3998... Generator Loss: 0.7280 Epoch 3/3... Batch 1250 Discriminator Loss: 1.3956... Generator Loss: 0.7040 Epoch 3/3... Batch 1260 Discriminator Loss: 1.3428... Generator Loss: 0.8773 Epoch 3/3... Batch 1270 Discriminator Loss: 1.4033... Generator Loss: 0.8017 Epoch 3/3... Batch 1280 Discriminator Loss: 1.3659... Generator Loss: 0.7791 Epoch 3/3... Batch 1290 Discriminator Loss: 1.4435... Generator Loss: 0.6756 Epoch 3/3... Batch 1300 Discriminator Loss: 1.3433... Generator Loss: 0.6953
Epoch 3/3... Batch 1310 Discriminator Loss: 1.3569... Generator Loss: 0.8027 Epoch 3/3... Batch 1320 Discriminator Loss: 1.3711... Generator Loss: 0.7922 Epoch 3/3... Batch 1330 Discriminator Loss: 1.3073... Generator Loss: 0.8472 Epoch 3/3... Batch 1340 Discriminator Loss: 1.4145... Generator Loss: 0.7335 Epoch 3/3... Batch 1350 Discriminator Loss: 1.3752... Generator Loss: 0.7953 Epoch 3/3... Batch 1360 Discriminator Loss: 1.3694... Generator Loss: 0.7767 Epoch 3/3... Batch 1370 Discriminator Loss: 1.3205... Generator Loss: 0.8438 Epoch 3/3... Batch 1380 Discriminator Loss: 1.3534... Generator Loss: 0.7741 Epoch 3/3... Batch 1390 Discriminator Loss: 1.4767... Generator Loss: 0.7208 Epoch 3/3... Batch 1400 Discriminator Loss: 1.4360... Generator Loss: 0.7133
Epoch 3/3... Batch 1410 Discriminator Loss: 1.4245... Generator Loss: 0.7466 Epoch 3/3... Batch 1420 Discriminator Loss: 1.3803... Generator Loss: 0.8137 Epoch 3/3... Batch 1430 Discriminator Loss: 1.3560... Generator Loss: 0.8344 Epoch 3/3... Batch 1440 Discriminator Loss: 1.4407... Generator Loss: 0.7111 Epoch 3/3... Batch 1450 Discriminator Loss: 1.3445... Generator Loss: 0.8228 Epoch 3/3... Batch 1460 Discriminator Loss: 1.3416... Generator Loss: 0.7529 Epoch 3/3... Batch 1470 Discriminator Loss: 1.4326... Generator Loss: 0.7350 Epoch 3/3... Batch 1480 Discriminator Loss: 1.3898... Generator Loss: 0.8221 Epoch 3/3... Batch 1490 Discriminator Loss: 1.3827... Generator Loss: 0.7137 Epoch 3/3... Batch 1500 Discriminator Loss: 1.3971... Generator Loss: 0.8057
Epoch 3/3... Batch 1510 Discriminator Loss: 1.4100... Generator Loss: 0.7052 Epoch 3/3... Batch 1520 Discriminator Loss: 1.4498... Generator Loss: 0.8479 Epoch 3/3... Batch 1530 Discriminator Loss: 1.3127... Generator Loss: 0.7663 Epoch 3/3... Batch 1540 Discriminator Loss: 1.3674... Generator Loss: 0.8439 Epoch 3/3... Batch 1550 Discriminator Loss: 1.3347... Generator Loss: 0.7447 Epoch 3/3... Batch 1560 Discriminator Loss: 1.3934... Generator Loss: 0.8677 Epoch 3/3... Batch 1570 Discriminator Loss: 1.3187... Generator Loss: 0.7762 Epoch 3/3... Batch 1580 Discriminator Loss: 1.4204... Generator Loss: 0.7801 Epoch 3/3... Batch 1590 Discriminator Loss: 1.3922... Generator Loss: 0.7581 Epoch 3/3... Batch 1600 Discriminator Loss: 1.4603... Generator Loss: 0.7883
Epoch 3/3... Batch 1610 Discriminator Loss: 1.3702... Generator Loss: 0.7556 Epoch 3/3... Batch 1620 Discriminator Loss: 1.4366... Generator Loss: 0.7726 Epoch 3/3... Batch 1630 Discriminator Loss: 1.3826... Generator Loss: 0.7090 Epoch 3/3... Batch 1640 Discriminator Loss: 1.3686... Generator Loss: 0.7140 Epoch 3/3... Batch 1650 Discriminator Loss: 1.4102... Generator Loss: 0.7846 Epoch 3/3... Batch 1660 Discriminator Loss: 1.4405... Generator Loss: 0.7519 Epoch 3/3... Batch 1670 Discriminator Loss: 1.3563... Generator Loss: 0.8037 Epoch 3/3... Batch 1680 Discriminator Loss: 1.4585... Generator Loss: 0.7834 Epoch 3/3... Batch 1690 Discriminator Loss: 1.3862... Generator Loss: 0.7735 Epoch 3/3... Batch 1700 Discriminator Loss: 1.4185... Generator Loss: 0.7337
Epoch 3/3... Batch 1710 Discriminator Loss: 1.2900... Generator Loss: 0.8146 Epoch 3/3... Batch 1720 Discriminator Loss: 1.3425... Generator Loss: 0.7673 Epoch 3/3... Batch 1730 Discriminator Loss: 1.3077... Generator Loss: 0.7978 Epoch 3/3... Batch 1740 Discriminator Loss: 1.3641... Generator Loss: 0.8103 Epoch 3/3... Batch 1750 Discriminator Loss: 1.3402... Generator Loss: 0.7842 Epoch 3/3... Batch 1760 Discriminator Loss: 1.3163... Generator Loss: 0.9478 Epoch 3/3... Batch 1770 Discriminator Loss: 1.4325... Generator Loss: 0.6886 Epoch 3/3... Batch 1780 Discriminator Loss: 1.3718... Generator Loss: 0.8277 Epoch 3/3... Batch 1790 Discriminator Loss: 1.3676... Generator Loss: 0.7162 Epoch 3/3... Batch 1800 Discriminator Loss: 1.3500... Generator Loss: 0.8288
Epoch 3/3... Batch 1810 Discriminator Loss: 1.5068... Generator Loss: 0.6441 Epoch 3/3... Batch 1820 Discriminator Loss: 1.4313... Generator Loss: 0.8432 Epoch 3/3... Batch 1830 Discriminator Loss: 1.4772... Generator Loss: 0.7093 Epoch 3/3... Batch 1840 Discriminator Loss: 1.3731... Generator Loss: 0.8192 Epoch 3/3... Batch 1850 Discriminator Loss: 1.3590... Generator Loss: 0.7975 Epoch 3/3... Batch 1860 Discriminator Loss: 1.2948... Generator Loss: 0.9881 Epoch 3/3... Batch 1870 Discriminator Loss: 1.3392... Generator Loss: 0.8159 Epoch 3/3... Batch 1880 Discriminator Loss: 1.3376... Generator Loss: 0.8142 Epoch 3/3... Batch 1890 Discriminator Loss: 1.3888... Generator Loss: 0.6992 Epoch 3/3... Batch 1900 Discriminator Loss: 1.3570... Generator Loss: 0.7583
Epoch 3/3... Batch 1910 Discriminator Loss: 1.4277... Generator Loss: 0.8084 Epoch 3/3... Batch 1920 Discriminator Loss: 1.3764... Generator Loss: 0.9003 Epoch 3/3... Batch 1930 Discriminator Loss: 1.3978... Generator Loss: 0.6611 Epoch 3/3... Batch 1940 Discriminator Loss: 1.4015... Generator Loss: 0.6973 Epoch 3/3... Batch 1950 Discriminator Loss: 1.3327... Generator Loss: 0.8197 Epoch 3/3... Batch 1960 Discriminator Loss: 1.4322... Generator Loss: 0.8493 Epoch 3/3... Batch 1970 Discriminator Loss: 1.3021... Generator Loss: 0.9148 Epoch 3/3... Batch 1980 Discriminator Loss: 1.3488... Generator Loss: 0.9285 Epoch 3/3... Batch 1990 Discriminator Loss: 1.4150... Generator Loss: 0.7481 Epoch 3/3... Batch 2000 Discriminator Loss: 1.4759... Generator Loss: 0.6673
Epoch 3/3... Batch 2010 Discriminator Loss: 1.3973... Generator Loss: 0.7651 Epoch 3/3... Batch 2020 Discriminator Loss: 1.3797... Generator Loss: 0.7665 Epoch 3/3... Batch 2030 Discriminator Loss: 1.4317... Generator Loss: 0.7400 Epoch 3/3... Batch 2040 Discriminator Loss: 1.3686... Generator Loss: 0.8643 Epoch 3/3... Batch 2050 Discriminator Loss: 1.3700... Generator Loss: 0.7096 Epoch 3/3... Batch 2060 Discriminator Loss: 1.3576... Generator Loss: 0.7183 Epoch 3/3... Batch 2070 Discriminator Loss: 1.3852... Generator Loss: 0.8176 Epoch 3/3... Batch 2080 Discriminator Loss: 1.4084... Generator Loss: 0.7197 Epoch 3/3... Batch 2090 Discriminator Loss: 1.3447... Generator Loss: 0.8645 Epoch 3/3... Batch 2100 Discriminator Loss: 1.4453... Generator Loss: 0.6947
Epoch 3/3... Batch 2110 Discriminator Loss: 1.3511... Generator Loss: 0.8284 Epoch 3/3... Batch 2120 Discriminator Loss: 1.4131... Generator Loss: 0.7315 Epoch 3/3... Batch 2130 Discriminator Loss: 1.3740... Generator Loss: 0.7092 Epoch 3/3... Batch 2140 Discriminator Loss: 1.3684... Generator Loss: 0.7452 Epoch 3/3... Batch 2150 Discriminator Loss: 1.3645... Generator Loss: 0.7705 Epoch 3/3... Batch 2160 Discriminator Loss: 1.3505... Generator Loss: 0.7722 Epoch 3/3... Batch 2170 Discriminator Loss: 1.3433... Generator Loss: 0.8876 Epoch 3/3... Batch 2180 Discriminator Loss: 1.3638... Generator Loss: 0.7775 Epoch 3/3... Batch 2190 Discriminator Loss: 1.4386... Generator Loss: 0.6700 Epoch 3/3... Batch 2200 Discriminator Loss: 1.5350... Generator Loss: 0.7086
Epoch 3/3... Batch 2210 Discriminator Loss: 1.3915... Generator Loss: 0.8159 Epoch 3/3... Batch 2220 Discriminator Loss: 1.3962... Generator Loss: 0.8422 Epoch 3/3... Batch 2230 Discriminator Loss: 1.3268... Generator Loss: 0.7970 Epoch 3/3... Batch 2240 Discriminator Loss: 1.4211... Generator Loss: 0.8120 Epoch 3/3... Batch 2250 Discriminator Loss: 1.4119... Generator Loss: 0.7184 Epoch 3/3... Batch 2260 Discriminator Loss: 1.4197... Generator Loss: 0.7231 Epoch 3/3... Batch 2270 Discriminator Loss: 1.3534... Generator Loss: 0.7725 Epoch 3/3... Batch 2280 Discriminator Loss: 1.4893... Generator Loss: 0.7363 Epoch 3/3... Batch 2290 Discriminator Loss: 1.4123... Generator Loss: 0.7792 Epoch 3/3... Batch 2300 Discriminator Loss: 1.3874... Generator Loss: 0.8009
Epoch 3/3... Batch 2310 Discriminator Loss: 1.4683... Generator Loss: 0.8193 Epoch 3/3... Batch 2320 Discriminator Loss: 1.4189... Generator Loss: 0.8218 Epoch 3/3... Batch 2330 Discriminator Loss: 1.3622... Generator Loss: 0.7580 Epoch 3/3... Batch 2340 Discriminator Loss: 1.3988... Generator Loss: 0.7975 Epoch 3/3... Batch 2350 Discriminator Loss: 1.3806... Generator Loss: 0.7075 Epoch 3/3... Batch 2360 Discriminator Loss: 1.3864... Generator Loss: 0.7051 Epoch 3/3... Batch 2370 Discriminator Loss: 1.3440... Generator Loss: 0.7534 Epoch 3/3... Batch 2380 Discriminator Loss: 1.3691... Generator Loss: 0.8381 Epoch 3/3... Batch 2390 Discriminator Loss: 1.3903... Generator Loss: 0.7517 Epoch 3/3... Batch 2400 Discriminator Loss: 1.2721... Generator Loss: 0.8016
Epoch 3/3... Batch 2410 Discriminator Loss: 1.3427... Generator Loss: 0.7449 Epoch 3/3... Batch 2420 Discriminator Loss: 1.4863... Generator Loss: 0.7116 Epoch 3/3... Batch 2430 Discriminator Loss: 1.3644... Generator Loss: 0.7869 Epoch 3/3... Batch 2440 Discriminator Loss: 1.3551... Generator Loss: 0.6628 Epoch 3/3... Batch 2450 Discriminator Loss: 1.2913... Generator Loss: 0.7801 Epoch 3/3... Batch 2460 Discriminator Loss: 1.4143... Generator Loss: 0.7434 Epoch 3/3... Batch 2470 Discriminator Loss: 1.3573... Generator Loss: 0.7909 Epoch 3/3... Batch 2480 Discriminator Loss: 1.3681... Generator Loss: 0.7841 Epoch 3/3... Batch 2490 Discriminator Loss: 1.4259... Generator Loss: 0.7790 Epoch 3/3... Batch 2500 Discriminator Loss: 1.4437... Generator Loss: 0.7872
Epoch 3/3... Batch 2510 Discriminator Loss: 1.4074... Generator Loss: 0.8156 Epoch 3/3... Batch 2520 Discriminator Loss: 1.3203... Generator Loss: 0.8196 Epoch 3/3... Batch 2530 Discriminator Loss: 1.3547... Generator Loss: 0.7664 Epoch 3/3... Batch 2540 Discriminator Loss: 1.4275... Generator Loss: 0.7637 Epoch 3/3... Batch 2550 Discriminator Loss: 1.3349... Generator Loss: 0.8353 Epoch 3/3... Batch 2560 Discriminator Loss: 1.4053... Generator Loss: 0.7519 Epoch 3/3... Batch 2570 Discriminator Loss: 1.4181... Generator Loss: 0.7371 Epoch 3/3... Batch 2580 Discriminator Loss: 1.4883... Generator Loss: 0.7993 Epoch 3/3... Batch 2590 Discriminator Loss: 1.3347... Generator Loss: 0.8396 Epoch 3/3... Batch 2600 Discriminator Loss: 1.3726... Generator Loss: 0.8170
Epoch 3/3... Batch 2610 Discriminator Loss: 1.3987... Generator Loss: 0.6889 Epoch 3/3... Batch 2620 Discriminator Loss: 1.4406... Generator Loss: 0.8101 Epoch 3/3... Batch 2630 Discriminator Loss: 1.2689... Generator Loss: 0.9685 Epoch 3/3... Batch 2640 Discriminator Loss: 1.4847... Generator Loss: 0.8190 Epoch 3/3... Batch 2650 Discriminator Loss: 1.4138... Generator Loss: 0.7687 Epoch 3/3... Batch 2660 Discriminator Loss: 1.4045... Generator Loss: 0.6924 Epoch 3/3... Batch 2670 Discriminator Loss: 1.3252... Generator Loss: 0.7956 Epoch 3/3... Batch 2680 Discriminator Loss: 1.3505... Generator Loss: 0.8172 Epoch 3/3... Batch 2690 Discriminator Loss: 1.3061... Generator Loss: 0.7667 Epoch 3/3... Batch 2700 Discriminator Loss: 1.3912... Generator Loss: 0.7935
Epoch 3/3... Batch 2710 Discriminator Loss: 1.3154... Generator Loss: 0.7926 Epoch 3/3... Batch 2720 Discriminator Loss: 1.3697... Generator Loss: 0.8632 Epoch 3/3... Batch 2730 Discriminator Loss: 1.4061... Generator Loss: 0.7130 Epoch 3/3... Batch 2740 Discriminator Loss: 1.3953... Generator Loss: 0.8116 Epoch 3/3... Batch 2750 Discriminator Loss: 1.3274... Generator Loss: 0.7626 Epoch 3/3... Batch 2760 Discriminator Loss: 1.4016... Generator Loss: 0.7323 Epoch 3/3... Batch 2770 Discriminator Loss: 1.3969... Generator Loss: 0.7715 Epoch 3/3... Batch 2780 Discriminator Loss: 1.3773... Generator Loss: 0.8275 Epoch 3/3... Batch 2790 Discriminator Loss: 1.3760... Generator Loss: 0.7829 Epoch 3/3... Batch 2800 Discriminator Loss: 1.3620... Generator Loss: 0.7271
Epoch 3/3... Batch 2810 Discriminator Loss: 1.3596... Generator Loss: 0.7851 Epoch 3/3... Batch 2820 Discriminator Loss: 1.3594... Generator Loss: 0.7874 Epoch 3/3... Batch 2830 Discriminator Loss: 1.3866... Generator Loss: 0.7896 Epoch 3/3... Batch 2840 Discriminator Loss: 1.3727... Generator Loss: 0.8026 Epoch 3/3... Batch 2850 Discriminator Loss: 1.3547... Generator Loss: 0.7100 Epoch 3/3... Batch 2860 Discriminator Loss: 1.3358... Generator Loss: 0.7195 Epoch 3/3... Batch 2870 Discriminator Loss: 1.4097... Generator Loss: 0.8027 Epoch 3/3... Batch 2880 Discriminator Loss: 1.4214... Generator Loss: 0.7784 Epoch 3/3... Batch 2890 Discriminator Loss: 1.3933... Generator Loss: 0.7294 Epoch 3/3... Batch 2900 Discriminator Loss: 1.3607... Generator Loss: 0.7813
Epoch 3/3... Batch 2910 Discriminator Loss: 1.4252... Generator Loss: 0.7339 Epoch 3/3... Batch 2920 Discriminator Loss: 1.3952... Generator Loss: 0.7526 Epoch 3/3... Batch 2930 Discriminator Loss: 1.3494... Generator Loss: 0.7828 Epoch 3/3... Batch 2940 Discriminator Loss: 1.2954... Generator Loss: 0.8073 Epoch 3/3... Batch 2950 Discriminator Loss: 1.3593... Generator Loss: 0.8370 Epoch 3/3... Batch 2960 Discriminator Loss: 1.3592... Generator Loss: 0.9360 Epoch 3/3... Batch 2970 Discriminator Loss: 1.4187... Generator Loss: 0.8006 Epoch 3/3... Batch 2980 Discriminator Loss: 1.3185... Generator Loss: 0.8566 Epoch 3/3... Batch 2990 Discriminator Loss: 1.3388... Generator Loss: 0.7558 Epoch 3/3... Batch 3000 Discriminator Loss: 1.3591... Generator Loss: 0.7801
Epoch 3/3... Batch 3010 Discriminator Loss: 1.3408... Generator Loss: 0.8104 Epoch 3/3... Batch 3020 Discriminator Loss: 1.3710... Generator Loss: 0.7928 Epoch 3/3... Batch 3030 Discriminator Loss: 1.3463... Generator Loss: 0.8730 Epoch 3/3... Batch 3040 Discriminator Loss: 1.3257... Generator Loss: 0.7325 Epoch 3/3... Batch 3050 Discriminator Loss: 1.4274... Generator Loss: 0.7550 Epoch 3/3... Batch 3060 Discriminator Loss: 1.3192... Generator Loss: 0.7957 Epoch 3/3... Batch 3070 Discriminator Loss: 1.3919... Generator Loss: 0.7640 Epoch 3/3... Batch 3080 Discriminator Loss: 1.3786... Generator Loss: 0.8312 Epoch 3/3... Batch 3090 Discriminator Loss: 1.4105... Generator Loss: 0.6649 Epoch 3/3... Batch 3100 Discriminator Loss: 1.3148... Generator Loss: 0.7945
Epoch 3/3... Batch 3110 Discriminator Loss: 1.3710... Generator Loss: 0.7415 Epoch 3/3... Batch 3120 Discriminator Loss: 1.4585... Generator Loss: 0.7650 Epoch 3/3... Batch 3130 Discriminator Loss: 1.3638... Generator Loss: 0.9598 Epoch 3/3... Batch 3140 Discriminator Loss: 1.2540... Generator Loss: 0.8211 Epoch 3/3... Batch 3150 Discriminator Loss: 1.3110... Generator Loss: 0.7876 Epoch 3/3... Batch 3160 Discriminator Loss: 1.3739... Generator Loss: 0.7451 Epoch 3/3... Batch 3170 Discriminator Loss: 1.3444... Generator Loss: 0.7871 Epoch 3/3... Batch 3180 Discriminator Loss: 1.3893... Generator Loss: 0.7293 Epoch 3/3... Batch 3190 Discriminator Loss: 1.5370... Generator Loss: 0.7073 Epoch 3/3... Batch 3200 Discriminator Loss: 1.3761... Generator Loss: 0.7428
Epoch 3/3... Batch 3210 Discriminator Loss: 1.3341... Generator Loss: 0.8099 Epoch 3/3... Batch 3220 Discriminator Loss: 1.4465... Generator Loss: 0.7811 Epoch 3/3... Batch 3230 Discriminator Loss: 1.4026... Generator Loss: 0.7168 Epoch 3/3... Batch 3240 Discriminator Loss: 1.4014... Generator Loss: 0.7228 Epoch 3/3... Batch 3250 Discriminator Loss: 1.3416... Generator Loss: 0.8075 Epoch 3/3... Batch 3260 Discriminator Loss: 1.4001... Generator Loss: 0.7950 Epoch 3/3... Batch 3270 Discriminator Loss: 1.3473... Generator Loss: 0.8217 Epoch 3/3... Batch 3280 Discriminator Loss: 1.3715... Generator Loss: 0.8387 Epoch 3/3... Batch 3290 Discriminator Loss: 1.3760... Generator Loss: 0.8506 Epoch 3/3... Batch 3300 Discriminator Loss: 1.4118... Generator Loss: 0.7277
Epoch 3/3... Batch 3310 Discriminator Loss: 1.4583... Generator Loss: 0.8621 Epoch 3/3... Batch 3320 Discriminator Loss: 1.3907... Generator Loss: 0.8318 Epoch 3/3... Batch 3330 Discriminator Loss: 1.3971... Generator Loss: 0.8496 Epoch 3/3... Batch 3340 Discriminator Loss: 1.3441... Generator Loss: 0.7843 Epoch 3/3... Batch 3350 Discriminator Loss: 1.4032... Generator Loss: 0.7310 Epoch 3/3... Batch 3360 Discriminator Loss: 1.3728... Generator Loss: 0.7977 Epoch 3/3... Batch 3370 Discriminator Loss: 1.3982... Generator Loss: 0.6635 Epoch 3/3... Batch 3380 Discriminator Loss: 1.3510... Generator Loss: 0.8165 Epoch 3/3... Batch 3390 Discriminator Loss: 1.3403... Generator Loss: 0.7999 Epoch 3/3... Batch 3400 Discriminator Loss: 1.3830... Generator Loss: 0.7632
Epoch 3/3... Batch 3410 Discriminator Loss: 1.3558... Generator Loss: 0.6755 Epoch 3/3... Batch 3420 Discriminator Loss: 1.2933... Generator Loss: 0.7905 Epoch 3/3... Batch 3430 Discriminator Loss: 1.3853... Generator Loss: 0.7629 Epoch 3/3... Batch 3440 Discriminator Loss: 1.3354... Generator Loss: 0.7323 Epoch 3/3... Batch 3450 Discriminator Loss: 1.3554... Generator Loss: 0.7657 Epoch 3/3... Batch 3460 Discriminator Loss: 1.3924... Generator Loss: 0.7689 Epoch 3/3... Batch 3470 Discriminator Loss: 1.3606... Generator Loss: 0.8312 Epoch 3/3... Batch 3480 Discriminator Loss: 1.3750... Generator Loss: 0.8104 Epoch 3/3... Batch 3490 Discriminator Loss: 1.3629... Generator Loss: 0.7911 Epoch 3/3... Batch 3500 Discriminator Loss: 1.3865... Generator Loss: 0.7584
Epoch 3/3... Batch 3510 Discriminator Loss: 1.3864... Generator Loss: 0.7429 Epoch 3/3... Batch 3520 Discriminator Loss: 1.3585... Generator Loss: 0.8379 Epoch 3/3... Batch 3530 Discriminator Loss: 1.3215... Generator Loss: 0.8110 Epoch 3/3... Batch 3540 Discriminator Loss: 1.4286... Generator Loss: 0.8167 Epoch 3/3... Batch 3550 Discriminator Loss: 1.3661... Generator Loss: 0.8571 Epoch 3/3... Batch 3560 Discriminator Loss: 1.4178... Generator Loss: 0.7805 Epoch 3/3... Batch 3570 Discriminator Loss: 1.3033... Generator Loss: 0.7841 Epoch 3/3... Batch 3580 Discriminator Loss: 1.3390... Generator Loss: 0.7834 Epoch 3/3... Batch 3590 Discriminator Loss: 1.3892... Generator Loss: 0.7836 Epoch 3/3... Batch 3600 Discriminator Loss: 1.3502... Generator Loss: 0.7859
Epoch 3/3... Batch 3610 Discriminator Loss: 1.3536... Generator Loss: 0.7683 Epoch 3/3... Batch 3620 Discriminator Loss: 1.3992... Generator Loss: 0.8139 Epoch 3/3... Batch 3630 Discriminator Loss: 1.3208... Generator Loss: 0.7756 Epoch 3/3... Batch 3640 Discriminator Loss: 1.4022... Generator Loss: 0.6861 Epoch 3/3... Batch 3650 Discriminator Loss: 1.4003... Generator Loss: 0.7013 Epoch 3/3... Batch 3660 Discriminator Loss: 1.3722... Generator Loss: 0.7824 Epoch 3/3... Batch 3670 Discriminator Loss: 1.3680... Generator Loss: 0.8558 Epoch 3/3... Batch 3680 Discriminator Loss: 1.4175... Generator Loss: 0.7022 Epoch 3/3... Batch 3690 Discriminator Loss: 1.3273... Generator Loss: 0.7981 Epoch 3/3... Batch 3700 Discriminator Loss: 1.3159... Generator Loss: 0.8549
Epoch 3/3... Batch 3710 Discriminator Loss: 1.3091... Generator Loss: 0.6766 Epoch 3/3... Batch 3720 Discriminator Loss: 1.3846... Generator Loss: 0.8550 Epoch 3/3... Batch 3730 Discriminator Loss: 1.3192... Generator Loss: 0.9497 Epoch 3/3... Batch 3740 Discriminator Loss: 1.3732... Generator Loss: 0.7752 Epoch 3/3... Batch 3750 Discriminator Loss: 1.3572... Generator Loss: 0.7408 Epoch 3/3... Batch 3760 Discriminator Loss: 1.3606... Generator Loss: 0.7868 Epoch 3/3... Batch 3770 Discriminator Loss: 1.3867... Generator Loss: 0.8805 Epoch 3/3... Batch 3780 Discriminator Loss: 1.3546... Generator Loss: 0.7936 Epoch 3/3... Batch 3790 Discriminator Loss: 1.4282... Generator Loss: 0.6707 Epoch 3/3... Batch 3800 Discriminator Loss: 1.4126... Generator Loss: 0.7529
Epoch 3/3... Batch 3810 Discriminator Loss: 1.3551... Generator Loss: 0.6774 Epoch 3/3... Batch 3820 Discriminator Loss: 1.3641... Generator Loss: 0.8780 Epoch 3/3... Batch 3830 Discriminator Loss: 1.2927... Generator Loss: 0.7654 Epoch 3/3... Batch 3840 Discriminator Loss: 1.3298... Generator Loss: 0.7053 Epoch 3/3... Batch 3850 Discriminator Loss: 1.3557... Generator Loss: 0.7698 Epoch 3/3... Batch 3860 Discriminator Loss: 1.3498... Generator Loss: 0.9206 Epoch 3/3... Batch 3870 Discriminator Loss: 1.4097... Generator Loss: 0.7792 Epoch 3/3... Batch 3880 Discriminator Loss: 1.4394... Generator Loss: 0.6143 Epoch 3/3... Batch 3890 Discriminator Loss: 1.2809... Generator Loss: 0.8876 Epoch 3/3... Batch 3900 Discriminator Loss: 1.3385... Generator Loss: 0.7444
Epoch 3/3... Batch 3910 Discriminator Loss: 1.3102... Generator Loss: 0.9057 Epoch 3/3... Batch 3920 Discriminator Loss: 1.3550... Generator Loss: 0.7062 Epoch 3/3... Batch 3930 Discriminator Loss: 1.3717... Generator Loss: 0.7335 Epoch 3/3... Batch 3940 Discriminator Loss: 1.3906... Generator Loss: 0.7727 Epoch 3/3... Batch 3950 Discriminator Loss: 1.3132... Generator Loss: 0.8509 Epoch 3/3... Batch 3960 Discriminator Loss: 1.3018... Generator Loss: 0.8479 Epoch 3/3... Batch 3970 Discriminator Loss: 1.3147... Generator Loss: 0.9526 Epoch 3/3... Batch 3980 Discriminator Loss: 1.4070... Generator Loss: 0.9108 Epoch 3/3... Batch 3990 Discriminator Loss: 1.3082... Generator Loss: 0.8708 Epoch 3/3... Batch 4000 Discriminator Loss: 1.3495... Generator Loss: 0.8972
Epoch 3/3... Batch 4010 Discriminator Loss: 1.3818... Generator Loss: 0.8040 Epoch 3/3... Batch 4020 Discriminator Loss: 1.3472... Generator Loss: 0.7977 Epoch 3/3... Batch 4030 Discriminator Loss: 1.3864... Generator Loss: 0.7923 Epoch 3/3... Batch 4040 Discriminator Loss: 1.3038... Generator Loss: 0.8457 Epoch 3/3... Batch 4050 Discriminator Loss: 1.3883... Generator Loss: 0.7139 Epoch 3/3... Batch 4060 Discriminator Loss: 1.4307... Generator Loss: 0.9030 Epoch 3/3... Batch 4070 Discriminator Loss: 1.3094... Generator Loss: 0.8089 Epoch 3/3... Batch 4080 Discriminator Loss: 1.3690... Generator Loss: 0.7605 Epoch 3/3... Batch 4090 Discriminator Loss: 1.3378... Generator Loss: 0.7627 Epoch 3/3... Batch 4100 Discriminator Loss: 1.2612... Generator Loss: 0.8154
Epoch 3/3... Batch 4110 Discriminator Loss: 1.3245... Generator Loss: 0.8187 Epoch 3/3... Batch 4120 Discriminator Loss: 1.3930... Generator Loss: 0.8066 Epoch 3/3... Batch 4130 Discriminator Loss: 1.3497... Generator Loss: 0.9110 Epoch 3/3... Batch 4140 Discriminator Loss: 1.4065... Generator Loss: 0.7007 Epoch 3/3... Batch 4150 Discriminator Loss: 1.3529... Generator Loss: 0.8106 Epoch 3/3... Batch 4160 Discriminator Loss: 1.3498... Generator Loss: 0.8043 Epoch 3/3... Batch 4170 Discriminator Loss: 1.3633... Generator Loss: 0.7917 Epoch 3/3... Batch 4180 Discriminator Loss: 1.4095... Generator Loss: 0.7972 Epoch 3/3... Batch 4190 Discriminator Loss: 1.3605... Generator Loss: 0.7623 Epoch 3/3... Batch 4200 Discriminator Loss: 1.3813... Generator Loss: 0.8358
Epoch 3/3... Batch 4210 Discriminator Loss: 1.3393... Generator Loss: 0.8247 Epoch 3/3... Batch 4220 Discriminator Loss: 1.3449... Generator Loss: 0.8104 Epoch 3/3... Batch 4230 Discriminator Loss: 1.3751... Generator Loss: 0.8754 Epoch 3/3... Batch 4240 Discriminator Loss: 1.4057... Generator Loss: 0.6953 Epoch 3/3... Batch 4250 Discriminator Loss: 1.2417... Generator Loss: 0.8857 Epoch 3/3... Batch 4260 Discriminator Loss: 1.4007... Generator Loss: 0.7018 Epoch 3/3... Batch 4270 Discriminator Loss: 1.3699... Generator Loss: 0.7111 Epoch 3/3... Batch 4280 Discriminator Loss: 1.4012... Generator Loss: 0.7438 Epoch 3/3... Batch 4290 Discriminator Loss: 1.3091... Generator Loss: 0.8678 Epoch 3/3... Batch 4300 Discriminator Loss: 1.3837... Generator Loss: 0.7609
Epoch 3/3... Batch 4310 Discriminator Loss: 1.3149... Generator Loss: 0.8448 Epoch 3/3... Batch 4320 Discriminator Loss: 1.4186... Generator Loss: 0.8490 Epoch 3/3... Batch 4330 Discriminator Loss: 1.3924... Generator Loss: 0.8175 Epoch 3/3... Batch 4340 Discriminator Loss: 1.2271... Generator Loss: 0.8119 Epoch 3/3... Batch 4350 Discriminator Loss: 1.3829... Generator Loss: 0.7804 Epoch 3/3... Batch 4360 Discriminator Loss: 1.3803... Generator Loss: 0.7645 Epoch 3/3... Batch 4370 Discriminator Loss: 1.3504... Generator Loss: 0.8457 Epoch 3/3... Batch 4380 Discriminator Loss: 1.3275... Generator Loss: 0.7885 Epoch 3/3... Batch 4390 Discriminator Loss: 1.4372... Generator Loss: 0.8262 Epoch 3/3... Batch 4400 Discriminator Loss: 1.3148... Generator Loss: 0.8472
Epoch 3/3... Batch 4410 Discriminator Loss: 1.3088... Generator Loss: 0.8564 Epoch 3/3... Batch 4420 Discriminator Loss: 1.2573... Generator Loss: 0.8529 Epoch 3/3... Batch 4430 Discriminator Loss: 1.3361... Generator Loss: 0.7680 Epoch 3/3... Batch 4440 Discriminator Loss: 1.3918... Generator Loss: 0.8235 Epoch 3/3... Batch 4450 Discriminator Loss: 1.3790... Generator Loss: 0.7466 Epoch 3/3... Batch 4460 Discriminator Loss: 1.3706... Generator Loss: 0.7858 Epoch 3/3... Batch 4470 Discriminator Loss: 1.2682... Generator Loss: 0.8662 Epoch 3/3... Batch 4480 Discriminator Loss: 1.3515... Generator Loss: 0.8557 Epoch 3/3... Batch 4490 Discriminator Loss: 1.4191... Generator Loss: 0.7976 Epoch 3/3... Batch 4500 Discriminator Loss: 1.3643... Generator Loss: 0.8171
Epoch 3/3... Batch 4510 Discriminator Loss: 1.3690... Generator Loss: 0.7481 Epoch 3/3... Batch 4520 Discriminator Loss: 1.4146... Generator Loss: 0.8172 Epoch 3/3... Batch 4530 Discriminator Loss: 1.3365... Generator Loss: 0.8037 Epoch 3/3... Batch 4540 Discriminator Loss: 1.4100... Generator Loss: 0.8421 Epoch 3/3... Batch 4550 Discriminator Loss: 1.3692... Generator Loss: 0.8122 Epoch 3/3... Batch 4560 Discriminator Loss: 1.4285... Generator Loss: 0.7675 Epoch 3/3... Batch 4570 Discriminator Loss: 1.2763... Generator Loss: 0.9535 Epoch 3/3... Batch 4580 Discriminator Loss: 1.2794... Generator Loss: 0.9277 Epoch 3/3... Batch 4590 Discriminator Loss: 1.2902... Generator Loss: 0.8853 Epoch 3/3... Batch 4600 Discriminator Loss: 1.2602... Generator Loss: 0.8855
Epoch 3/3... Batch 4610 Discriminator Loss: 1.3042... Generator Loss: 0.7990 Epoch 3/3... Batch 4620 Discriminator Loss: 1.3640... Generator Loss: 0.7798 Epoch 3/3... Batch 4630 Discriminator Loss: 1.4128... Generator Loss: 0.8054 Epoch 3/3... Batch 4640 Discriminator Loss: 1.3595... Generator Loss: 0.8220 Epoch 3/3... Batch 4650 Discriminator Loss: 1.3189... Generator Loss: 0.8921 Epoch 3/3... Batch 4660 Discriminator Loss: 1.3468... Generator Loss: 0.7120 Epoch 3/3... Batch 4670 Discriminator Loss: 1.3081... Generator Loss: 0.7746 Epoch 3/3... Batch 4680 Discriminator Loss: 1.3509... Generator Loss: 0.8340 Epoch 3/3... Batch 4690 Discriminator Loss: 1.4001... Generator Loss: 0.6942 Epoch 3/3... Batch 4700 Discriminator Loss: 1.4394... Generator Loss: 0.6638
Epoch 3/3... Batch 4710 Discriminator Loss: 1.3697... Generator Loss: 0.7603 Epoch 3/3... Batch 4720 Discriminator Loss: 1.3590... Generator Loss: 0.8201 Epoch 3/3... Batch 4730 Discriminator Loss: 1.3471... Generator Loss: 0.8186 Epoch 3/3... Batch 4740 Discriminator Loss: 1.3369... Generator Loss: 0.7404 Epoch 3/3... Batch 4750 Discriminator Loss: 1.3747... Generator Loss: 0.8117 Epoch 3/3... Batch 4760 Discriminator Loss: 1.3719... Generator Loss: 0.7050 Epoch 3/3... Batch 4770 Discriminator Loss: 1.3758... Generator Loss: 0.8023 Epoch 3/3... Batch 4780 Discriminator Loss: 1.2905... Generator Loss: 0.8006 Epoch 3/3... Batch 4790 Discriminator Loss: 1.3245... Generator Loss: 0.8630 Epoch 3/3... Batch 4800 Discriminator Loss: 1.4071... Generator Loss: 0.7770
Epoch 3/3... Batch 4810 Discriminator Loss: 1.3381... Generator Loss: 0.8434 Epoch 3/3... Batch 4820 Discriminator Loss: 1.3143... Generator Loss: 0.8851 Epoch 3/3... Batch 4830 Discriminator Loss: 1.2993... Generator Loss: 0.7692 Epoch 3/3... Batch 4840 Discriminator Loss: 1.3106... Generator Loss: 0.8094 Epoch 3/3... Batch 4850 Discriminator Loss: 1.3691... Generator Loss: 0.6760 Epoch 3/3... Batch 4860 Discriminator Loss: 1.4096... Generator Loss: 0.7065 Epoch 3/3... Batch 4870 Discriminator Loss: 1.3467... Generator Loss: 0.6914 Epoch 3/3... Batch 4880 Discriminator Loss: 1.3353... Generator Loss: 0.8273 Epoch 3/3... Batch 4890 Discriminator Loss: 1.3718... Generator Loss: 0.8320 Epoch 3/3... Batch 4900 Discriminator Loss: 1.3063... Generator Loss: 0.7564
Epoch 3/3... Batch 4910 Discriminator Loss: 1.3103... Generator Loss: 0.6990 Epoch 3/3... Batch 4920 Discriminator Loss: 1.4426... Generator Loss: 0.7326 Epoch 3/3... Batch 4930 Discriminator Loss: 1.2893... Generator Loss: 0.8577 Epoch 3/3... Batch 4940 Discriminator Loss: 1.3587... Generator Loss: 0.7932 Epoch 3/3... Batch 4950 Discriminator Loss: 1.3823... Generator Loss: 0.7669 Epoch 3/3... Batch 4960 Discriminator Loss: 1.3579... Generator Loss: 0.7488 Epoch 3/3... Batch 4970 Discriminator Loss: 1.3510... Generator Loss: 0.7558 Epoch 3/3... Batch 4980 Discriminator Loss: 1.3543... Generator Loss: 0.7796 Epoch 3/3... Batch 4990 Discriminator Loss: 1.3063... Generator Loss: 0.7385 Epoch 3/3... Batch 5000 Discriminator Loss: 1.3234... Generator Loss: 0.8795
Epoch 3/3... Batch 5010 Discriminator Loss: 1.4628... Generator Loss: 0.5927 Epoch 3/3... Batch 5020 Discriminator Loss: 1.3813... Generator Loss: 0.7516 Epoch 3/3... Batch 5030 Discriminator Loss: 1.3442... Generator Loss: 0.7515 Epoch 3/3... Batch 5040 Discriminator Loss: 1.3957... Generator Loss: 0.7619 Epoch 3/3... Batch 5050 Discriminator Loss: 1.3150... Generator Loss: 0.7575 Epoch 3/3... Batch 5060 Discriminator Loss: 1.3727... Generator Loss: 0.7795 Epoch 3/3... Batch 5070 Discriminator Loss: 1.3429... Generator Loss: 0.8424 Epoch 3/3... Batch 5080 Discriminator Loss: 1.3107... Generator Loss: 0.8516 Epoch 3/3... Batch 5090 Discriminator Loss: 1.4198... Generator Loss: 0.6807 Epoch 3/3... Batch 5100 Discriminator Loss: 1.4198... Generator Loss: 0.8332
Epoch 3/3... Batch 5110 Discriminator Loss: 1.3854... Generator Loss: 0.8003 Epoch 3/3... Batch 5120 Discriminator Loss: 1.3213... Generator Loss: 0.8253 Epoch 3/3... Batch 5130 Discriminator Loss: 1.3014... Generator Loss: 0.8030 Epoch 3/3... Batch 5140 Discriminator Loss: 1.3750... Generator Loss: 0.7737 Epoch 3/3... Batch 5150 Discriminator Loss: 1.3024... Generator Loss: 0.8635 Epoch 3/3... Batch 5160 Discriminator Loss: 1.3539... Generator Loss: 0.9118 Epoch 3/3... Batch 5170 Discriminator Loss: 1.3886... Generator Loss: 0.7355 Epoch 3/3... Batch 5180 Discriminator Loss: 1.3880... Generator Loss: 0.8580 Epoch 3/3... Batch 5190 Discriminator Loss: 1.3809... Generator Loss: 0.7164 Epoch 3/3... Batch 5200 Discriminator Loss: 1.4733... Generator Loss: 0.7845
Epoch 3/3... Batch 5210 Discriminator Loss: 1.3895... Generator Loss: 0.8481 Epoch 3/3... Batch 5220 Discriminator Loss: 1.2698... Generator Loss: 0.8256 Epoch 3/3... Batch 5230 Discriminator Loss: 1.3348... Generator Loss: 0.7895 Epoch 3/3... Batch 5240 Discriminator Loss: 1.3924... Generator Loss: 0.9258 Epoch 3/3... Batch 5250 Discriminator Loss: 1.3224... Generator Loss: 0.8774 Epoch 3/3... Batch 5260 Discriminator Loss: 1.3886... Generator Loss: 0.7996 Epoch 3/3... Batch 5270 Discriminator Loss: 1.2291... Generator Loss: 0.8816 Epoch 3/3... Batch 5280 Discriminator Loss: 1.3842... Generator Loss: 0.8306 Epoch 3/3... Batch 5290 Discriminator Loss: 1.3238... Generator Loss: 0.7487 Epoch 3/3... Batch 5300 Discriminator Loss: 1.3761... Generator Loss: 0.7745
Epoch 3/3... Batch 5310 Discriminator Loss: 1.3768... Generator Loss: 0.7770 Epoch 3/3... Batch 5320 Discriminator Loss: 1.3987... Generator Loss: 0.8064 Epoch 3/3... Batch 5330 Discriminator Loss: 1.3499... Generator Loss: 0.7758 Epoch 3/3... Batch 5340 Discriminator Loss: 1.3895... Generator Loss: 0.7567 Epoch 3/3... Batch 5350 Discriminator Loss: 1.3585... Generator Loss: 0.8556 Epoch 3/3... Batch 5360 Discriminator Loss: 1.3364... Generator Loss: 0.7425 Epoch 3/3... Batch 5370 Discriminator Loss: 1.3210... Generator Loss: 0.8124 Epoch 3/3... Batch 5380 Discriminator Loss: 1.3214... Generator Loss: 0.7627 Epoch 3/3... Batch 5390 Discriminator Loss: 1.3332... Generator Loss: 0.7890 Epoch 3/3... Batch 5400 Discriminator Loss: 1.2923... Generator Loss: 0.7499
Epoch 3/3... Batch 5410 Discriminator Loss: 1.3599... Generator Loss: 0.7642 Epoch 3/3... Batch 5420 Discriminator Loss: 1.3167... Generator Loss: 0.8242 Epoch 3/3... Batch 5430 Discriminator Loss: 1.3025... Generator Loss: 0.8374 Epoch 3/3... Batch 5440 Discriminator Loss: 1.3547... Generator Loss: 0.7429 Epoch 3/3... Batch 5450 Discriminator Loss: 1.3599... Generator Loss: 0.7186 Epoch 3/3... Batch 5460 Discriminator Loss: 1.3911... Generator Loss: 0.7845 Epoch 3/3... Batch 5470 Discriminator Loss: 1.3616... Generator Loss: 0.8009 Epoch 3/3... Batch 5480 Discriminator Loss: 1.4563... Generator Loss: 0.6350 Epoch 3/3... Batch 5490 Discriminator Loss: 1.2903... Generator Loss: 0.7022 Epoch 3/3... Batch 5500 Discriminator Loss: 1.3358... Generator Loss: 0.8405
Epoch 3/3... Batch 5510 Discriminator Loss: 1.3283... Generator Loss: 0.8336 Epoch 3/3... Batch 5520 Discriminator Loss: 1.3875... Generator Loss: 0.7609 Epoch 3/3... Batch 5530 Discriminator Loss: 1.4157... Generator Loss: 0.8319 Epoch 3/3... Batch 5540 Discriminator Loss: 1.4074... Generator Loss: 0.7407 Epoch 3/3... Batch 5550 Discriminator Loss: 1.3542... Generator Loss: 0.6986 Epoch 3/3... Batch 5560 Discriminator Loss: 1.3533... Generator Loss: 0.8630 Epoch 3/3... Batch 5570 Discriminator Loss: 1.3136... Generator Loss: 0.7667 Epoch 3/3... Batch 5580 Discriminator Loss: 1.3382... Generator Loss: 0.7136 Epoch 3/3... Batch 5590 Discriminator Loss: 1.3425... Generator Loss: 0.9166 Epoch 3/3... Batch 5600 Discriminator Loss: 1.4396... Generator Loss: 0.7564
Epoch 3/3... Batch 5610 Discriminator Loss: 1.3925... Generator Loss: 0.7171 Epoch 3/3... Batch 5620 Discriminator Loss: 1.4361... Generator Loss: 0.6385 Epoch 3/3... Batch 5630 Discriminator Loss: 1.4864... Generator Loss: 0.6626 Epoch 3/3... Batch 5640 Discriminator Loss: 1.3349... Generator Loss: 0.8200 Epoch 3/3... Batch 5650 Discriminator Loss: 1.3486... Generator Loss: 0.8711 Epoch 3/3... Batch 5660 Discriminator Loss: 1.3591... Generator Loss: 0.7830 Epoch 3/3... Batch 5670 Discriminator Loss: 1.3741... Generator Loss: 0.6527 Epoch 3/3... Batch 5680 Discriminator Loss: 1.3179... Generator Loss: 0.7240 Epoch 3/3... Batch 5690 Discriminator Loss: 1.4493... Generator Loss: 0.7122 Epoch 3/3... Batch 5700 Discriminator Loss: 1.3978... Generator Loss: 0.7587
Epoch 3/3... Batch 5710 Discriminator Loss: 1.3018... Generator Loss: 0.7631 Epoch 3/3... Batch 5720 Discriminator Loss: 1.4016... Generator Loss: 0.7636 Epoch 3/3... Batch 5730 Discriminator Loss: 1.4093... Generator Loss: 0.6423 Epoch 3/3... Batch 5740 Discriminator Loss: 1.3701... Generator Loss: 0.9121 Epoch 3/3... Batch 5750 Discriminator Loss: 1.3783... Generator Loss: 0.6900 Epoch 3/3... Batch 5760 Discriminator Loss: 1.2920... Generator Loss: 0.9079 Epoch 3/3... Batch 5770 Discriminator Loss: 1.3388... Generator Loss: 0.8461 Epoch 3/3... Batch 5780 Discriminator Loss: 1.4213... Generator Loss: 0.6879 Epoch 3/3... Batch 5790 Discriminator Loss: 1.3679... Generator Loss: 0.7395 Epoch 3/3... Batch 5800 Discriminator Loss: 1.4861... Generator Loss: 0.7474
Epoch 3/3... Batch 5810 Discriminator Loss: 1.4557... Generator Loss: 0.7325 Epoch 3/3... Batch 5820 Discriminator Loss: 1.3638... Generator Loss: 0.7195 Epoch 3/3... Batch 5830 Discriminator Loss: 1.3620... Generator Loss: 0.9186 Epoch 3/3... Batch 5840 Discriminator Loss: 1.2846... Generator Loss: 0.8308 Epoch 3/3... Batch 5850 Discriminator Loss: 1.2929... Generator Loss: 0.8521 Epoch 3/3... Batch 5860 Discriminator Loss: 1.3209... Generator Loss: 0.7955 Epoch 3/3... Batch 5870 Discriminator Loss: 1.4015... Generator Loss: 0.8977 Epoch 3/3... Batch 5880 Discriminator Loss: 1.4093... Generator Loss: 0.8676 Epoch 3/3... Batch 5890 Discriminator Loss: 1.4737... Generator Loss: 0.7873 Epoch 3/3... Batch 5900 Discriminator Loss: 1.3851... Generator Loss: 0.8085
Epoch 3/3... Batch 5910 Discriminator Loss: 1.2939... Generator Loss: 0.8627 Epoch 3/3... Batch 5920 Discriminator Loss: 1.3556... Generator Loss: 0.7777 Epoch 3/3... Batch 5930 Discriminator Loss: 1.3153... Generator Loss: 0.7642 Epoch 3/3... Batch 5940 Discriminator Loss: 1.5369... Generator Loss: 0.7006 Epoch 3/3... Batch 5950 Discriminator Loss: 1.3820... Generator Loss: 0.7469 Epoch 3/3... Batch 5960 Discriminator Loss: 1.3663... Generator Loss: 0.7304 Epoch 3/3... Batch 5970 Discriminator Loss: 1.2976... Generator Loss: 0.7988 Epoch 3/3... Batch 5980 Discriminator Loss: 1.3225... Generator Loss: 0.7702 Epoch 3/3... Batch 5990 Discriminator Loss: 1.3789... Generator Loss: 0.7891 Epoch 3/3... Batch 6000 Discriminator Loss: 1.3555... Generator Loss: 0.6694
Epoch 3/3... Batch 6010 Discriminator Loss: 1.5401... Generator Loss: 0.6526 Epoch 3/3... Batch 6020 Discriminator Loss: 1.3030... Generator Loss: 0.7078 Epoch 3/3... Batch 6030 Discriminator Loss: 1.3440... Generator Loss: 0.7601 Epoch 3/3... Batch 6040 Discriminator Loss: 1.4464... Generator Loss: 0.6134 Epoch 3/3... Batch 6050 Discriminator Loss: 1.3653... Generator Loss: 0.7781 Epoch 3/3... Batch 6060 Discriminator Loss: 1.3756... Generator Loss: 0.7449 Epoch 3/3... Batch 6070 Discriminator Loss: 1.4333... Generator Loss: 0.7810 Epoch 3/3... Batch 6080 Discriminator Loss: 1.3840... Generator Loss: 0.7483 Epoch 3/3... Batch 6090 Discriminator Loss: 1.2651... Generator Loss: 0.7890 Epoch 3/3... Batch 6100 Discriminator Loss: 1.3259... Generator Loss: 0.8495
Epoch 3/3... Batch 6110 Discriminator Loss: 1.3081... Generator Loss: 0.9081 Epoch 3/3... Batch 6120 Discriminator Loss: 1.4013... Generator Loss: 0.7745 Epoch 3/3... Batch 6130 Discriminator Loss: 1.3493... Generator Loss: 0.7810 Epoch 3/3... Batch 6140 Discriminator Loss: 1.3506... Generator Loss: 0.6834 Epoch 3/3... Batch 6150 Discriminator Loss: 1.3416... Generator Loss: 0.8278 Epoch 3/3... Batch 6160 Discriminator Loss: 1.3318... Generator Loss: 0.8506 Epoch 3/3... Batch 6170 Discriminator Loss: 1.4702... Generator Loss: 0.6981 Epoch 3/3... Batch 6180 Discriminator Loss: 1.3480... Generator Loss: 0.9864 Epoch 3/3... Batch 6190 Discriminator Loss: 1.2880... Generator Loss: 0.8674 Epoch 3/3... Batch 6200 Discriminator Loss: 1.3409... Generator Loss: 0.7028
Epoch 3/3... Batch 6210 Discriminator Loss: 1.3258... Generator Loss: 0.7409 Epoch 3/3... Batch 6220 Discriminator Loss: 1.3209... Generator Loss: 0.7647 Epoch 3/3... Batch 6230 Discriminator Loss: 1.3357... Generator Loss: 0.8259 Epoch 3/3... Batch 6240 Discriminator Loss: 1.3079... Generator Loss: 0.8700 Epoch 3/3... Batch 6250 Discriminator Loss: 1.3190... Generator Loss: 0.8684 Epoch 3/3... Batch 6260 Discriminator Loss: 1.2738... Generator Loss: 0.8363 Epoch 3/3... Batch 6270 Discriminator Loss: 1.2693... Generator Loss: 0.8247 Epoch 3/3... Batch 6280 Discriminator Loss: 1.2598... Generator Loss: 0.8434 Epoch 3/3... Batch 6290 Discriminator Loss: 1.3252... Generator Loss: 0.7527 Epoch 3/3... Batch 6300 Discriminator Loss: 1.3182... Generator Loss: 0.8886
Epoch 3/3... Batch 6310 Discriminator Loss: 1.2273... Generator Loss: 1.0032 Epoch 3/3... Batch 6320 Discriminator Loss: 1.4430... Generator Loss: 0.8374 Epoch 3/3... Batch 6330 Discriminator Loss: 1.2891... Generator Loss: 0.8015
from bokeh.plotting import figure, show
from bokeh.io import push_notebook, show, output_notebook
output_notebook()
x_range = [i for i in range(len(loss_d))]
x_range_large = [i for i in range(len(loss_d)) if i % 50 == 0]
loss_d_large = [loss_d[i] for i in x_range_large]
loss_g_large = [loss_g[i] for i in x_range_large]
p = figure(tools = 'save', title='loss_beat1')
p.line(x_range, loss_d, color='#A6CEE3', legend='loss_d')
p.line(x_range, loss_g, color='#FB9A99', legend='loss_g')
p.line(x_range_large, loss_d_large, color='red', legend='loss_d_50')
p.line(x_range_large, loss_g_large, color='blue', legend='loss_g_50')
p.legend.location = "top_left"
show(p)
import numpy as np
print('loss_d mean: ', np.mean(loss_d))
print('loss_g mean: ', np.mean(loss_g))
print('loss_d std: ', np.std(loss_d))
print('loss_g std: ', np.std(loss_g))
loss_d mean: 1.40156 loss_g mean: 0.779231 loss_d std: 0.11954 loss_g std: 0.148314
更改了模型结构:
尝试加入dropout:Discriminator Loss: 1.3863... Generator Loss: 0.4561
最后的模型结构:
为了查看下模型的最终效果,将迭代次数调整到2次,效果不错,基本看到了人的五官
迭代次数继续增加,应该会得到更好的结果
修改了一些细节,再次训练,为了加快运行,将学习率调整为0.001
batch_size调整:
beta1调整:
loss平均值
最后来一次epoch=3,学习率为0.0002的,可以看到比较清晰的人脸图像了
提交本项目前,确保运行所有 cells 后保存该文件。
保存该文件为 "dlnd_face_generation.ipynb", 并另存为 HTML 格式 "File" -> "Download as"。提交项目时请附带 "helper.py" 和 "problem_unittests.py" 文件。